Collaborators: Shane Blowes, Jon Chase, Helmut Hillebrand, Michael Burrows, Amanda Bates, Uli Brose, Benoit Gauzens, Laura Antao Assistance: Katherine Lew, Josef Hauser

Introduction

Methods

library(data.table) # for handling large datasets
library(ggplot2) # for some plotting
library(nlme) # for ME models
library(maps) # for map
library(gridExtra) # to combine ggplots together
library(grid) # to combine ggplots together
library(RColorBrewer)

options(width=500) # turn off most text wrapping

# tell RStudio to use project root directory as the root for this notebook. Needed since we are storing code in a separate directory.
knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file()) 
# Turnover and covariates assembled by turnover_vs_temperature_prep.Rmd
trends <- fread('output/turnover_w_covariates.csv.gz')

# set realm order
trends[, REALM := factor(REALM, levels = c('Freshwater', 'Marine', 'Terrestrial'), ordered = FALSE)]

# set up sign of temperature change
trends[, tsign := factor(sign(temptrend))]

# realm that combined Terrestrial and Freshwater, for interacting with human impact
trends[, REALM2 := REALM]
levels(trends$REALM2) = list(TerrFresh = "Freshwater", TerrFresh = "Terrestrial", Marine = "Marine")

# group Marine invertebrates/plants in with All
trends[, taxa_mod2 := taxa_mod]
trends[taxa_mod == 'Marine invertebrates/plants', taxa_mod2 := 'All']

Log-transform some variables, then center and scale.

trends[, tempave.sc := scale(tempave)]
trends[, tempave_metab.sc := scale(tempave_metab)]
trends[, seas.sc := scale(seas)]
trends[, microclim.sc := scale(log(microclim))]
trends[, temptrend.sc := scale(temptrend, center = FALSE)]
trends[, temptrend_abs.sc := scale(abs(temptrend), center = FALSE)] # do not center, so that 0 is still 0 temperature change
trends[, mass.sc := scale(log(mass_mean_weight))]
trends[, speed.sc := scale(log(speed_mean_weight+1))]
trends[, lifespan.sc := scale(log(lifespan_mean_weight))]
trends[, consumerfrac.sc := scale(consfrac)]
trends[, endothermfrac.sc := scale(endofrac)]
trends[, nspp.sc := scale(log(Nspp))]
trends[, thermal_bias.sc := scale(thermal_bias)]
trends[, npp.sc := scale(log(npp))]
trends[, veg.sc := scale(log(veg+1))]
trends[, human_bowler.sc := scale(log(human_bowler+1)), by = REALM2] # separate scaling by realm
trends[REALM2 == 'TerrFresh', human_footprint.sc := scale(log(human_venter+1))]
trends[REALM2 == 'Marine', human_footprint.sc := scale(log(human_halpern))]

Examine how many data points are available

Just turnover

cat('Overall # time-series: ', nrow(trends), '\n')
Overall # time-series:  53013 
cat('# studies: ', trends[, length(unique(STUDY_ID))], '\n')
# studies:  332 
cat('Data points: ', trends[, sum(nyrBT)], '\n')
Data points:  293973 
trends[, table(REALM)]
REALM
 Freshwater      Marine Terrestrial 
       1025       48647        3341 
trends[, table(taxa_mod)]
taxa_mod
                        All                  Amphibians                     Benthos 
                       1705                         379                        4679 
                      Birds                        Fish               Invertebrates 
                      13741                       28473                        2996 
                    Mammals Marine invertebrates/plants                       Plant 
                        525                         206                         305 
                   Reptiles 
                          4 
trends[, table(taxa_mod, REALM)]
                             REALM
taxa_mod                      Freshwater Marine Terrestrial
  All                                  0   1702           3
  Amphibians                           2      0         377
  Benthos                              0   4679           0
  Birds                                0  11099        2642
  Fish                              1006  27467           0
  Invertebrates                       15   2901          80
  Mammals                              0    478          47
  Marine invertebrates/plants          0    206           0
  Plant                                1    115         189
  Reptiles                             1      0           3

With all covariates (Bowler for human)

# the cases we can compare
apply(trends[, .(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, temptrend.sc, mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)], MARGIN = 2, FUN = function(x) sum(!is.na(x)))
        Jtutrend            REALM       tempave.sc tempave_metab.sc          seas.sc 
           53013            53013            49916            49916            49916 
    microclim.sc     temptrend.sc          mass.sc         speed.sc      lifespan.sc 
           51834            49916            52820            52734            51540 
 consumerfrac.sc endothermfrac.sc          nspp.sc  thermal_bias.sc           npp.sc 
           47534            53013            53013            49371            52863 
          veg.sc  human_bowler.sc 
           52890            53013 
i <- trends[, complete.cases(Jtutrend, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, temptrend.sc, mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
cat('Overall # time-series: ', sum(i), '\n')
Overall # time-series:  43493 
cat('# studies: ', trends[i, length(unique(STUDY_ID))], '\n')
# studies:  235 
cat('Data points: ', trends[i, sum(nyrBT)], '\n')
Data points:  221956 
trends[i, table(REALM)]
REALM
 Freshwater      Marine Terrestrial 
        978       39738        2777 
trends[i, table(taxa_mod)]
taxa_mod
          All    Amphibians       Benthos         Birds          Fish Invertebrates       Mammals 
          521            12           590         11753         27345          2559           515 
        Plant      Reptiles 
          196             2 
trends[i, table(taxa_mod, REALM)]
               REALM
taxa_mod        Freshwater Marine Terrestrial
  All                    0    520           1
  Amphibians             2      0          10
  Benthos                0    590           0
  Birds                  0   9221        2532
  Fish                 966  26379           0
  Invertebrates          9   2484          66
  Mammals                0    477          38
  Plant                  1     67         128
  Reptiles               0      0           2

Choose the variance structure for mixed effects models

Try combinations of

  • variance scaled to a power of the number of years in the community time-series
  • variance scaled to a power of the abs temperature trend
  • random intercept for taxa_mod
  • random intercept for STUDY_ID
  • random slope (abs temperature trend) for taxa_mod
  • random slope (abs temperature trend) for STUDY_ID
  • random intercept for rarefyID (for overdispersion)

And choose the one with lowest AIC (not run: takes a long time)

# fit models for variance structure
fixed <- formula(Jtutrend ~ REALM + tempave_metab.sc + seas.sc + microclim.sc + npp.sc + temptrend_abs.sc +
                     mass.sc + speed.sc + lifespan.sc + consumerfrac.sc + thermal_bias.sc)
i <- trends[, complete.cases(Jtutrend, REALM, tempave_metab.sc, seas.sc, microclim.sc, npp.sc, temptrend_abs.sc,
                             mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, thermal_bias.sc)]
mods <- vector('list', 0)
mods[[1]] <- gls(fixed, data = trends[i,])
mods[[2]] <- gls(fixed, data = trends[i,], weights = varPower(-0.5, ~nyrBT))
mods[[3]] <- gls(fixed, data = trends[i,], weights = varPower(0.5, ~ abs(temptrend)))

mods[[4]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, control = lmeControl(opt = "optim"))
mods[[5]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, control = lmeControl(opt = "optim"))
mods[[6]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID, control = lmeControl(opt = "optim"))
mods[[7]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, control = lmeControl(opt = "optim"))
mods[[8]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, control = lmeControl(opt = "optim"))

mods[[9]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | taxa_mod)
mods[[10]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | STUDY_ID)
mods[[11]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | taxa_mod2/STUDY_ID, control = lmeControl(opt = "optim"))
mods[[12]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)) # includes overdispersion. new formula so that random slope is only for study level (not enough data to extend to rarefyID).
mods[[13]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)) # 30+ min to fit

mods[[14]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[15]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, weights = varPower(-0.5, ~nyrBT))
mods[[16]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[17]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, weights = varPower(-0.5, ~nyrBT))
mods[[18]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, weights = varPower(-0.5, ~nyrBT))
mods[[19]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[20]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT))
mods[[21]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ 1), weights = varPower(-0.5, ~nyrBT))
mods[[22]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ 1, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT))
mods[[23]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc), weights = varPower(-0.5, ~nyrBT)) # singular precision warning with lmeControl(opt = 'optim') and convergence error without
mods[[24]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT)) # singular precision warning with lmeControl(opt = 'optim') and convergence error without

mods[[25]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, weights = varPower(-0.5, ~abs(temptrend)))
mods[[26]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[27]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[28]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[29]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[30]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|taxa_mod2/STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)), control = lmeControl(opt = "optim"))
mods[[31]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~abs(temptrend)))
mods[[32]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~abs(temptrend)), control = lmeControl(opt = "optim")) # singular precision warning

aics <- sapply(mods, AIC)
minaics <- aics - min(aics)
minaics
which.min(aics)

Chooses the random slopes (temptrend_abs) & intercepts for STUDY_ID, overdispersion, and variance scaled to number of years. We haven’t dealt with potential testing on the boundary issues here yet.

Results

Where do we have data?

world <- map_data('world')
ggplot(world, aes(x = long, y = lat, group = group)) +
    geom_polygon(fill = 'lightgray', color = 'white') +
    geom_point(data = trends, aes(rarefyID_x, rarefyID_y, group = REALM, color = REALM), size = 0.5, alpha = 0.4)  +
    scale_color_brewer(palette="Set1", name = 'Realm') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=16),
        axis.title=element_text(size=20)) +
  labs(x = 'Longitude (°)', y = 'Latitude (°)')

Mostly northern hemisphere, but spread all over. No so much in Africa or much of Asia.

Average rates of turnover (with year 1)

trends[abs(temptrend) >= 0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # turnover per year for locations changing temperature
trends[abs(temptrend) < 0.1, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # not changing temperature
trends[temptrend >= 0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # warming
trends[temptrend <= -0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # cooling

trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) < 35, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # tropics and sub-tropics
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 35 & abs(rarefyID_y) < 66.56339, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # temperate
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 66.56339, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # arctic

Average rates of turnover (without year 1)

trends[abs(temptrend) >= 0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                                sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # turnover per year for locations changing temperature
trends[abs(temptrend) < 0.1, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                               sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # not changing temperature
trends[temptrend >= 0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                           sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # warming
trends[temptrend <= -0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                            sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # cooling

trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) < 35, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # tropics and sub-tropics
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 35 & abs(rarefyID_y) < 66.56339, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # temperate
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 66.56339, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # arctic

Temperature-only model (Jtutrend, Jbetatrend, Horntrend)

With year 1

i <- trends[, complete.cases(Jtutrend, REALM, temptrend)]

randef <- list(STUDY_ID = ~ abs(temptrend), rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modonlyTtrend.rds')){
  modonlyTtrend <- readRDS('temp/modonlyTtrend.rds')
} else {
  modonlyTtrend <- lme(Jtutrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i,], method = 'REML')
  saveRDS(modonlyTtrend, file = 'temp/modonlyTtrend.rds')
}

i2 <- trends[, complete.cases(Jbetatrend, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendJbeta.rds')){
  modonlyTtrendJbeta <- readRDS('temp/modonlyTtrendJbeta.rds')
} else {
  modonlyTtrendJbeta <- lme(Jbetatrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i2,], method = 'REML', 
                   control=lmeControl(msMaxIter = 100, maxIter = 100))
  saveRDS(modonlyTtrendJbeta, file = 'temp/modonlyTtrendJbeta.rds')
}

i3 <- trends[, complete.cases(Horntrend, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendHorn.rds')){
  modonlyTtrendHorn <- readRDS('temp/modonlyTtrendHorn.rds')
} else {
  modonlyTtrendHorn <- lme(Horntrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modonlyTtrendHorn, file = 'temp/modonlyTtrendHorn.rds')
}

summary(modonlyTtrend)
Linear mixed-effects model fit by REML
 Data: trends[i, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev     Corr  
(Intercept)    0.04375688 (Intr)
abs(temptrend) 0.29351811 -0.123

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.001792571 0.2893301

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.223838 
Fixed effects: Jtutrend ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.424                                
REALMMarine                     -0.934  0.396                         
REALMTerrestrial                -0.923  0.391  0.862                  
abs(temptrend):REALMMarine       0.407 -0.960 -0.407 -0.375           
abs(temptrend):REALMTerrestrial  0.387 -0.913 -0.362 -0.433  0.876    

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-8.38476416 -0.29781039  0.08738927  0.54929160  6.52538535 

Number of Observations: 49916
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   317                  49916 
summary(modonlyTtrendJbeta)
Linear mixed-effects model fit by REML
 Data: trends[i2, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev     Corr  
(Intercept)    0.05691594 (Intr)
abs(temptrend) 0.34739161 -0.16 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 1.28009e-06 0.3525846

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.394679 
Fixed effects: Jbetatrend ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.428                                
REALMMarine                     -0.933  0.399                         
REALMTerrestrial                -0.926  0.396  0.864                  
abs(temptrend):REALMMarine       0.411 -0.961 -0.411 -0.380           
abs(temptrend):REALMTerrestrial  0.390 -0.913 -0.364 -0.437  0.877    

Standardized Within-Group Residuals:
       Min         Q1        Med         Q3        Max 
-7.3578768 -0.1587203  0.2033006  0.6705745  6.5270460 

Number of Observations: 49916
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   317                  49916 
summary(modonlyTtrendHorn)
Linear mixed-effects model fit by REML
 Data: trends[i3, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev    Corr  
(Intercept)    0.0549979 (Intr)
abs(temptrend) 0.3228314 -0.095

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.007989212 0.3034899

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.217439 
Fixed effects: Horntrend ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.399                                
REALMMarine                     -0.921  0.368                         
REALMTerrestrial                -0.919  0.367  0.847                  
abs(temptrend):REALMMarine       0.381 -0.954 -0.378 -0.350           
abs(temptrend):REALMTerrestrial  0.363 -0.908 -0.334 -0.408  0.867    

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-6.21250285 -0.32193926  0.06521414  0.53688251  6.03752738 

Number of Observations: 48800
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   276                  48800 

Without year 1

i4 <- trends[, complete.cases(Jtutrendrem0, REALM, temptrend)]

randef <- list(STUDY_ID = ~ abs(temptrend), rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modonlyTtrendrem0.rds')){
  modonlyTtrendrem0 <- readRDS('temp/modonlyTtrendrem0.rds')
} else {
  modonlyTtrendrem0 <- lme(Jtutrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i4,], method = 'REML')
  saveRDS(modonlyTtrendrem0, file = 'temp/modonlyTtrendrem0.rds')
}

i5 <- trends[, complete.cases(Jbetatrendrem0, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendJbetarem0.rds')){
  modonlyTtrendJbetarem0 <- readRDS('temp/modonlyTtrendJbetarem0.rds')
} else {
  modonlyTtrendJbetarem0 <- lme(Jbetatrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i5,], method = 'REML', 
                   control=lmeControl(msMaxIter = 100, maxIter = 100))
  saveRDS(modonlyTtrendJbetarem0, file = 'temp/modonlyTtrendJbetarem0.rds')
}

i6 <- trends[, complete.cases(Horntrendrem0, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendHornrem0.rds')){
  modonlyTtrendHornrem0 <- readRDS('temp/modonlyTtrendHornrem0.rds')
} else {
  modonlyTtrendHornrem0 <- lme(Horntrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i6,], method = 'REML')
  saveRDS(modonlyTtrendHornrem0, file = 'temp/modonlyTtrendHornrem0.rds')
}

summary(modonlyTtrendrem0)
Linear mixed-effects model fit by REML
 Data: trends[i4, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev      Corr  
(Intercept)    0.007657053 (Intr)
abs(temptrend) 0.197650298 -0.935

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept) Residual
StdDev:  0.01097849 2.000161

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-2.121022 
Fixed effects: Jtutrendrem0 ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.807                                
REALMMarine                     -0.947  0.764                         
REALMTerrestrial                -0.901  0.727  0.853                  
abs(temptrend):REALMMarine       0.766 -0.949 -0.814 -0.690           
abs(temptrend):REALMTerrestrial  0.733 -0.908 -0.693 -0.810  0.862    

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-6.57101792 -0.22892007 -0.01904447  0.27434430  5.64177564 

Number of Observations: 36747
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   292                  36747 
summary(modonlyTtrendJbetarem0)
Linear mixed-effects model fit by REML
 Data: trends[i5, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev      Corr  
(Intercept)    0.005965236 (Intr)
abs(temptrend) 0.160013131 -0.038

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.003861919 0.9688156

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.887978 
Fixed effects: Jbetatrendrem0 ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.543                                
REALMMarine                     -0.941  0.511                         
REALMTerrestrial                -0.906  0.492  0.852                  
abs(temptrend):REALMMarine       0.515 -0.948 -0.524 -0.467           
abs(temptrend):REALMTerrestrial  0.494 -0.908 -0.464 -0.542  0.861    

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-8.57430409 -0.30896466 -0.02462766  0.32539894  8.23224466 

Number of Observations: 36747
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   292                  36747 
summary(modonlyTtrendHornrem0)
Linear mixed-effects model fit by REML
 Data: trends[i6, ] 

Random effects:
 Formula: ~abs(temptrend) | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
               StdDev     Corr  
(Intercept)    0.01201968 (Intr)
abs(temptrend) 0.25314398 0.016 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept) Residual
StdDev:  0.01882813 2.441788

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-2.318769 
Fixed effects: Horntrendrem0 ~ abs(temptrend) * REALM 
 Correlation: 
                                (Intr) abs(t) REALMM REALMT a():REALMM
abs(temptrend)                  -0.472                                
REALMMarine                     -0.944  0.446                         
REALMTerrestrial                -0.899  0.424  0.848                  
abs(temptrend):REALMMarine       0.447 -0.945 -0.455 -0.401           
abs(temptrend):REALMTerrestrial  0.428 -0.906 -0.404 -0.473  0.856    

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-5.75457482 -0.22483445 -0.02254226  0.23615730  5.73488343 

Number of Observations: 36005
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   257                  36005 

Plot the temp-only coefficients

colors <- brewer.pal(6, 'Dark2')

# make table of coefficients
coefs <- as.data.frame(summary(modonlyTtrend)$tTable)
coefs2 <- as.data.frame(summary(modonlyTtrendJbeta)$tTable)
coefs3 <- as.data.frame(summary(modonlyTtrendHorn)$tTable)
coefs4 <- as.data.frame(summary(modonlyTtrendrem0)$tTable)
coefs5 <- as.data.frame(summary(modonlyTtrendJbetarem0)$tTable)
coefs6 <- as.data.frame(summary(modonlyTtrendHornrem0)$tTable)
coefs$mod <- 'Jtu'
coefs2$mod <- 'Jbeta'
coefs3$mod <- 'Horn'
coefs4$mod <- 'Jturem0'
coefs5$mod <- 'Jbetarem0'
coefs6$mod <- 'Hornrem0'
rows1 <- which(grepl('temptrend', rownames(coefs))) # extract temperature effect
cols <- c('Value', 'Std.Error', 'mod')
allcoefs <- rbind(coefs[rows1, cols], coefs2[rows1, cols], coefs3[rows1, cols], 
                  coefs4[rows1, cols], coefs5[rows1, cols], coefs6[rows1, cols])
allcoefs$Value[grepl('REALMMarine', rownames(allcoefs))] <- 
  allcoefs$Value[grepl('REALMMarine', rownames(allcoefs))] + 
  allcoefs$Value[!grepl('REALM', rownames(allcoefs))] # add intercept to marine effects
allcoefs$Value[grepl('REALMTerrestrial', rownames(allcoefs))] <- 
  allcoefs$Value[grepl('REALMTerrestrial', rownames(allcoefs))] + 
  allcoefs$Value[!grepl('REALM', rownames(allcoefs))] # add intercept to terrestrial effects

allcoefs$lCI <- allcoefs$Value - allcoefs$Std.Error # lower confidence interval
allcoefs$uCI <- allcoefs$Value + allcoefs$Std.Error
allcoefs$y <- c(3, 2, 1) + rep(c(0, -0.1, -0.2, -0.3, -0.4, -0.5), c(3, 3, 3, 3, 3, 3)) # y-values
allcoefs$col <- c(rep(colors[1], 3), rep(colors[2], 3), rep(colors[3], 3), 
                  rep(colors[4], 3), rep(colors[5], 3), rep(colors[6], 3))
allcoefs$realm <- rep(c('Freshwater', 'Marine', 'Terrestrial'), 6)

par(las = 1, mai = c(0.8, 2, 0.1, 0.1))
plot(0,0, col = 'white', xlim=c(-0.1, 0.85), ylim = c(0.5,3), 
     yaxt='n', xlab = 'Turnover per |°C/yr|', ylab ='')
axis(2, at = 3:1, labels = c('Freshwater', 'Marine', 'Terrestrial'), cex.axis = 0.7)
abline(v = 0, col = 'grey')
for(i in 1:nrow(allcoefs)){
  with(allcoefs[i, ], points(Value, y, pch = 16, col = col))
  with(allcoefs[i, ], lines(x = c(lCI, uCI), y = c(y, y), col = col))
}
legend('bottomright', col = colors, lwd = 1, pch = 16, 
       legend = c('Jaccard turnover', 'Jaccard total', 'Horn-Morisita',
                  'Jaccard turnover rem0', 'Jaccard total rem0', 'Horn-Morisita rem0'))

Nicer plots of turnover vs. temperature data and model fit

Scatterplot, violin plots, and coefficient plots all together Off for now

# on macbook: fig.width=3, fig.height=2.375, fig.retina=3, out.width=3, out.height=2.375
# on external monitor: fig.width=6, fig.height=4.5
trends[temptrend <= -0.5, temptrendtext := 'Cooling']
trends[abs(temptrend) <= 0.1, temptrendtext := 'Stable']
trends[temptrend >= 0.5, temptrendtext := 'Warming']

trends[abs(rarefyID_y) < 35, latzone := 'Subtropics']
trends[abs(rarefyID_y) >= 35 & abs(rarefyID_x) < 66.56339, latzone := 'Temperate'] 
trends[abs(rarefyID_y) >= 66.56339, latzone := 'Polar']
trends[, latzone := factor(latzone, levels = c('Subtropics', 'Temperate', 'Polar'))]

p1 <- ggplot(trends, aes(temptrend, Jtutrend, color = REALM, fill = REALM, size = nyrBT)) +
  geom_point(na.rm = TRUE, shape = 16, alpha = 0.1) + 
  geom_smooth(data=subset(trends, abs(temptrend) < 0.75), method = 'gam', formula = y ~ s(x, bs = "cs"), 
              na.rm = TRUE) +
  scale_color_brewer(palette="Set1", name = 'Realm') + 
  scale_fill_brewer(palette="Set1", name = 'Realm') + 
  labs(x = 'Temperature trend (°C/yr)', y = 'Jaccard turnover', tag = 'A') +
  scale_size_continuous(range = c(1, 8), breaks = c(2, 5, 20)) +
  guides(size = guide_legend(title = 'Years',
                             override.aes = list(linetype=0, fill = NA, alpha = 1))) +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        legend.key.size = unit(0.5,"line"), 
        axis.text=element_text(size=8),
        axis.title=element_text(size=10))

p2 <- ggplot(trends[!is.na(temptrendtext), ], aes(temptrendtext, Jtutrend)) +
  geom_violin(draw_quantiles = c(0.25, 0.5, 0.75), fill = 'grey') +
  labs(x = '', y = 'Jaccard turnover', tag = 'B') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=8),
        axis.title=element_text(size=10))

p3 <- ggplot(trends[abs(temptrend) >= 0.5 & !is.na(latzone), ], aes(latzone, Jtutrend)) +
  geom_violin(draw_quantiles = c(0.25, 0.5, 0.75), fill = 'grey') + 
  labs(x = '', y = '', tag = 'C') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=7),
        axis.title=element_text(size=10))

p4 <- ggplot(allcoefs, aes(Value, y, group = mod, color = mod)) +
  geom_errorbarh(aes(xmin = lCI, xmax = uCI, height = 0)) + 
  geom_point() + 
  labs(x = expression(atop('Temperature change effect', '(Turnover '~degree*'C'^'-1'*')')), y = '', tag = 'D') +
  scale_color_grey() + 
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_cartesian(xlim =c(0, 1)) +
  scale_y_continuous(name = '', breaks = c(1, 2, 3), labels = c('Terrestrial', 'Marine', 'Freshwater'))

grid.arrange(p1, p2, p3, p4, ncol = 3, layout_matrix = rbind(c(1,1,1), c(2,3,4)),
             heights=c(unit(0.66, "npc"), unit(0.34, "npc")))

Full models

Try static covariates plus interactions of abs temperature trend with each covariate:

  • realm
  • speed
  • mass
  • lifespan
  • average metabolic temperature
  • consumer fraction
  • endotherm fraction
  • environmental temperature
  • seasonality
  • microclimates
  • thermal bias
  • NPP
  • vegetation
  • human footprint

Except for thermal bias: interact with temperature trend (not abs)

Fit full models

Full model for Jaccard turnover

Try Bowler or Venter/Halpern human impact

# using Bowler for human impact
i <- trends[, complete.cases(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfull1.rds')){
  modTfull1 <- readRDS('temp/modTfull1.rds')
} else {
  modTfull1 <- lme(Jtutrend ~ temptrend_abs.sc*REALM +
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_bowler.sc:REALM2,
                   random = randef, weights = varef, data = trends[i,], method = 'REML')
  saveRDS(modTfull1, file = 'temp/modTfull1.rds')
}

# using Venter/Halpern for human impact
i1.2 <- trends[, complete.cases(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_footprint.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfullfootprint.rds')){
  modTfullfootprint <- readRDS('temp/modTfullfootprint.rds')
} else {
  modTfullfootprint <- lme(Jtutrend ~ temptrend_abs.sc*REALM + 
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_footprint.sc:REALM2,
                   random = randef, weights = varef, data = trends[i1.2,], method = 'REML')
  saveRDS(modTfullfootprint, file = 'temp/modTfullfootprint.rds')
}

summary(modTfull1)
Linear mixed-effects model fit by REML
 Data: trends[i, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev     Corr  
(Intercept)      0.04686628 (Intr)
temptrend_abs.sc 0.03743575 -0.109

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.000833882 0.2868584

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.239456 
Fixed effects: Jtutrend ~ temptrend_abs.sc * REALM + temptrend_abs.sc * tsign +      temptrend_abs.sc * tempave.sc + temptrend_abs.sc * tempave_metab.sc +      temptrend_abs.sc * seas.sc + temptrend_abs.sc * microclim.sc +      temptrend_abs.sc * mass.sc + temptrend_abs.sc * speed.sc +      temptrend_abs.sc * lifespan.sc + temptrend_abs.sc * consumerfrac.sc +      temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.408                                                 
REALMMarine                                      -0.928  0.383                                          
REALMTerrestrial                                 -0.865  0.350  0.801                                   
tsign1                                           -0.037  0.022  0.009  0.012                            
tempave.sc                                       -0.003  0.001 -0.002 -0.002 -0.071                     
tempave_metab.sc                                  0.052 -0.023 -0.045 -0.041 -0.023 -0.469              
seas.sc                                          -0.045  0.042  0.063 -0.014 -0.109  0.183 -0.099       
microclim.sc                                     -0.016  0.022  0.025 -0.008  0.012 -0.042 -0.026  0.142
mass.sc                                           0.014  0.009 -0.001  0.001  0.020  0.026 -0.498  0.000
speed.sc                                          0.002 -0.005  0.013  0.021 -0.047  0.103 -0.279  0.100
lifespan.sc                                       0.032 -0.022 -0.027 -0.044 -0.015 -0.087  0.707  0.013
consumerfrac.sc                                  -0.017  0.009  0.030  0.272  0.017 -0.019 -0.038 -0.043
endothermfrac.sc                                  0.146 -0.050 -0.074 -0.308  0.008  0.142 -0.165  0.027
nspp.sc                                          -0.009 -0.017 -0.013 -0.027 -0.039  0.004 -0.015 -0.045
npp.sc                                            0.010  0.006 -0.014  0.014  0.014 -0.276  0.213 -0.147
veg.sc                                           -0.109  0.141  0.113  0.000 -0.016  0.145 -0.104  0.130
temptrend_abs.sc:REALMMarine                      0.392 -0.960 -0.394 -0.330 -0.005 -0.001  0.019 -0.055
temptrend_abs.sc:REALMTerrestrial                 0.340 -0.843 -0.314 -0.415 -0.005 -0.012  0.022  0.038
temptrend_abs.sc:tsign1                           0.019 -0.046 -0.007 -0.005 -0.486  0.044  0.000  0.014
temptrend_abs.sc:tempave.sc                       0.003 -0.009 -0.006 -0.004  0.048 -0.595  0.309 -0.054
temptrend_abs.sc:tempave_metab.sc                -0.014  0.027  0.013  0.014 -0.011  0.326 -0.582 -0.010
temptrend_abs.sc:seas.sc                          0.021 -0.061 -0.029  0.029  0.043 -0.010 -0.005 -0.618
temptrend_abs.sc:microclim.sc                     0.009 -0.030 -0.012  0.010 -0.040  0.075 -0.012 -0.065
temptrend_abs.sc:mass.sc                          0.007 -0.015 -0.009 -0.010 -0.014  0.024  0.265  0.007
temptrend_abs.sc:speed.sc                        -0.005  0.020 -0.004 -0.002  0.024 -0.087  0.129 -0.032
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.034                                                 
speed.sc                                          0.068  0.140                                          
lifespan.sc                                      -0.009 -0.774 -0.454                                   
consumerfrac.sc                                  -0.007  0.015 -0.070 -0.047                            
endothermfrac.sc                                  0.011 -0.014 -0.169  0.067 -0.331                     
nspp.sc                                          -0.099 -0.214  0.007  0.145 -0.002  0.085              
npp.sc                                           -0.157 -0.041  0.047  0.033 -0.028 -0.083 -0.180       
veg.sc                                            0.001  0.033  0.046 -0.026 -0.049  0.007  0.004 -0.283
temptrend_abs.sc:REALMMarine                     -0.026 -0.014 -0.007  0.017 -0.010  0.033  0.026  0.011
temptrend_abs.sc:REALMTerrestrial                 0.015 -0.014 -0.007  0.027 -0.101  0.134  0.042 -0.028
temptrend_abs.sc:tsign1                          -0.037 -0.013  0.017  0.007 -0.006  0.004  0.026 -0.049
temptrend_abs.sc:tempave.sc                       0.078  0.024 -0.059  0.029 -0.013 -0.109 -0.016  0.153
temptrend_abs.sc:tempave_metab.sc                -0.029  0.250  0.078 -0.346  0.058  0.134 -0.009 -0.139
temptrend_abs.sc:seas.sc                         -0.092  0.008 -0.035 -0.008  0.031  0.011  0.030  0.081
temptrend_abs.sc:microclim.sc                    -0.673 -0.015 -0.027  0.008  0.001  0.007  0.039  0.127
temptrend_abs.sc:mass.sc                         -0.010 -0.552 -0.030  0.436 -0.011  0.019  0.130  0.006
temptrend_abs.sc:speed.sc                        -0.036 -0.045 -0.536  0.187  0.031  0.092 -0.021  0.003
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.155                                              
temptrend_abs.sc:REALMTerrestrial                 0.009  0.796                                       
temptrend_abs.sc:tsign1                          -0.001  0.015      0.007                            
temptrend_abs.sc:tempave.sc                      -0.137  0.005      0.024     -0.069                 
temptrend_abs.sc:tempave_metab.sc                 0.064 -0.022     -0.037      0.016 -0.441          
temptrend_abs.sc:seas.sc                         -0.131  0.084     -0.078     -0.019  0.048          
temptrend_abs.sc:microclim.sc                     0.026  0.034     -0.032      0.048 -0.132          
temptrend_abs.sc:mass.sc                         -0.004  0.021      0.027      0.024 -0.075          
temptrend_abs.sc:speed.sc                        -0.052  0.003      0.001     -0.005  0.157          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                          0.047                                     
temptrend_abs.sc:microclim.sc                     0.108   0.136                             
temptrend_abs.sc:mass.sc                         -0.471  -0.044            -0.011           
temptrend_abs.sc:speed.sc                        -0.223   0.069             0.041           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.059                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-8.34716400 -0.35364009  0.05228794  0.52742556  6.59480022 

Number of Observations: 43493
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   235                  43493 
summary(modTfullfootprint)
Linear mixed-effects model fit by REML
 Data: trends[i1.2, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev     Corr  
(Intercept)      0.04731816 (Intr)
temptrend_abs.sc 0.03945538 -0.122

 Formula: ~1 | rarefyID %in% STUDY_ID
         (Intercept)  Residual
StdDev: 2.288017e-06 0.2861346

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.238289 
Fixed effects: Jtutrend ~ temptrend_abs.sc * REALM + temptrend_abs.sc * tsign +      temptrend_abs.sc * tempave.sc + temptrend_abs.sc * tempave_metab.sc +      temptrend_abs.sc * seas.sc + temptrend_abs.sc * microclim.sc +      temptrend_abs.sc * mass.sc + temptrend_abs.sc * speed.sc +      temptrend_abs.sc * lifespan.sc + temptrend_abs.sc * consumerfrac.sc +      temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_footprint.sc:REALM2 
 Correlation: 
                                                    (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_.
temptrend_abs.sc                                    -0.417                                          
REALMMarine                                         -0.925  0.390                                   
REALMTerrestrial                                    -0.865  0.359  0.799                            
tsign1                                              -0.036  0.020  0.008  0.012                     
tempave.sc                                          -0.011  0.009  0.005 -0.005 -0.063              
tempave_metab.sc                                     0.057 -0.028 -0.049 -0.039 -0.027 -0.474       
seas.sc                                             -0.047  0.034  0.064 -0.013 -0.113  0.192 -0.109
microclim.sc                                        -0.017  0.016  0.028 -0.007  0.004  0.021 -0.055
mass.sc                                              0.015  0.008 -0.003  0.001  0.021  0.037 -0.501
speed.sc                                             0.003 -0.006  0.013  0.020 -0.045  0.099 -0.272
lifespan.sc                                          0.032 -0.022 -0.026 -0.044 -0.014 -0.099  0.710
consumerfrac.sc                                     -0.015  0.007  0.031  0.263  0.016 -0.026 -0.036
endothermfrac.sc                                     0.145 -0.051 -0.076 -0.312  0.010  0.134 -0.163
nspp.sc                                             -0.008 -0.017 -0.012 -0.028 -0.038  0.018 -0.019
npp.sc                                               0.018  0.001 -0.024  0.013  0.015 -0.336  0.252
veg.sc                                              -0.114  0.133  0.116  0.003 -0.018  0.195 -0.139
temptrend_abs.sc:REALMMarine                         0.400 -0.958 -0.401 -0.339 -0.004 -0.011  0.024
temptrend_abs.sc:REALMTerrestrial                    0.346 -0.845 -0.318 -0.420 -0.006 -0.008  0.018
temptrend_abs.sc:tsign1                              0.018 -0.043 -0.005 -0.005 -0.486  0.044  0.000
temptrend_abs.sc:tempave.sc                          0.008 -0.023 -0.012 -0.002  0.044 -0.604  0.312
temptrend_abs.sc:tempave_metab.sc                   -0.018  0.035  0.017  0.011 -0.008  0.332 -0.585
temptrend_abs.sc:seas.sc                             0.018 -0.048 -0.026  0.025  0.051 -0.037  0.006
temptrend_abs.sc:microclim.sc                        0.006 -0.016 -0.011  0.008 -0.039  0.053  0.000
temptrend_abs.sc:mass.sc                             0.006 -0.013 -0.008 -0.010 -0.014  0.021  0.266
temptrend_abs.sc:speed.sc                           -0.005  0.020 -0.006 -0.002  0.025 -0.090  0.127
                                                    ses.sc mcrcl. mss.sc spd.sc lfspn. cnsmr. endth.
temptrend_abs.sc                                                                                    
REALMMarine                                                                                         
REALMTerrestrial                                                                                    
tsign1                                                                                              
tempave.sc                                                                                          
tempave_metab.sc                                                                                    
seas.sc                                                                                             
microclim.sc                                         0.183                                          
mass.sc                                             -0.006  0.011                                   
speed.sc                                             0.093  0.071  0.137                            
lifespan.sc                                          0.014  0.006 -0.774 -0.449                     
consumerfrac.sc                                     -0.041  0.003  0.016 -0.067 -0.049              
endothermfrac.sc                                     0.029  0.027 -0.010 -0.168  0.063 -0.329       
nspp.sc                                             -0.037 -0.104 -0.217  0.010  0.150 -0.003  0.090
npp.sc                                              -0.208 -0.210 -0.042  0.048  0.031 -0.033 -0.099
veg.sc                                               0.126  0.018  0.036  0.042 -0.028 -0.052  0.018
temptrend_abs.sc:REALMMarine                        -0.046 -0.020 -0.012 -0.008  0.016 -0.009  0.032
temptrend_abs.sc:REALMTerrestrial                    0.034  0.016 -0.015 -0.006  0.028 -0.095  0.139
temptrend_abs.sc:tsign1                              0.022 -0.033 -0.012  0.017  0.006 -0.004  0.003
temptrend_abs.sc:tempave.sc                         -0.070  0.053  0.019 -0.059  0.035 -0.013 -0.106
temptrend_abs.sc:tempave_metab.sc                    0.002 -0.014  0.251  0.076 -0.350  0.055  0.135
temptrend_abs.sc:seas.sc                            -0.617 -0.089  0.017 -0.039 -0.015  0.029  0.006
temptrend_abs.sc:microclim.sc                       -0.060 -0.703 -0.006 -0.034  0.001 -0.002  0.001
temptrend_abs.sc:mass.sc                             0.014  0.001 -0.553 -0.026  0.436 -0.011  0.017
temptrend_abs.sc:speed.sc                           -0.037 -0.040 -0.041 -0.537  0.182  0.030  0.091
                                                    nspp.s npp.sc veg.sc t_.:REALMM t_.:REALMT tm_.:1
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                              -0.188                                           
veg.sc                                               0.010 -0.331                                    
temptrend_abs.sc:REALMMarine                         0.025  0.016 -0.145                             
temptrend_abs.sc:REALMTerrestrial                    0.042 -0.027  0.000  0.797                      
temptrend_abs.sc:tsign1                              0.027 -0.049  0.009  0.011      0.010           
temptrend_abs.sc:tempave.sc                         -0.022  0.183 -0.189  0.021      0.019     -0.065
temptrend_abs.sc:tempave_metab.sc                   -0.005 -0.164  0.101 -0.030     -0.032      0.012
temptrend_abs.sc:seas.sc                             0.030  0.107 -0.098  0.069     -0.071     -0.031
temptrend_abs.sc:microclim.sc                        0.040  0.153  0.051  0.021     -0.030      0.041
temptrend_abs.sc:mass.sc                             0.133  0.009 -0.002  0.018      0.028      0.023
temptrend_abs.sc:speed.sc                           -0.024  0.002 -0.052  0.004      0.000     -0.005
                                                    tmptrnd_bs.sc:t. tm_.:_. tmptrnd_bs.sc:ss.
temptrend_abs.sc                                                                              
REALMMarine                                                                                   
REALMTerrestrial                                                                              
tsign1                                                                                        
tempave.sc                                                                                    
tempave_metab.sc                                                                              
seas.sc                                                                                       
microclim.sc                                                                                  
mass.sc                                                                                       
speed.sc                                                                                      
lifespan.sc                                                                                   
consumerfrac.sc                                                                               
endothermfrac.sc                                                                              
nspp.sc                                                                                       
npp.sc                                                                                        
veg.sc                                                                                        
temptrend_abs.sc:REALMMarine                                                                  
temptrend_abs.sc:REALMTerrestrial                                                             
temptrend_abs.sc:tsign1                                                                       
temptrend_abs.sc:tempave.sc                                                                   
temptrend_abs.sc:tempave_metab.sc                   -0.435                                    
temptrend_abs.sc:seas.sc                             0.069            0.040                   
temptrend_abs.sc:microclim.sc                       -0.106            0.099   0.110           
temptrend_abs.sc:mass.sc                            -0.070           -0.473  -0.056           
temptrend_abs.sc:speed.sc                            0.160           -0.220   0.075           
                                                    tmptrnd_bs.sc:mc. tmptrnd_bs.sc:ms.
temptrend_abs.sc                                                                       
REALMMarine                                                                            
REALMTerrestrial                                                                       
tsign1                                                                                 
tempave.sc                                                                             
tempave_metab.sc                                                                       
seas.sc                                                                                
microclim.sc                                                                           
mass.sc                                                                                
speed.sc                                                                               
lifespan.sc                                                                            
consumerfrac.sc                                                                        
endothermfrac.sc                                                                       
nspp.sc                                                                                
npp.sc                                                                                 
veg.sc                                                                                 
temptrend_abs.sc:REALMMarine                                                           
temptrend_abs.sc:REALMTerrestrial                                                      
temptrend_abs.sc:tsign1                                                                
temptrend_abs.sc:tempave.sc                                                            
temptrend_abs.sc:tempave_metab.sc                                                      
temptrend_abs.sc:seas.sc                                                               
temptrend_abs.sc:microclim.sc                                                          
temptrend_abs.sc:mass.sc                            -0.024                             
temptrend_abs.sc:speed.sc                            0.045             0.056           
                                                    tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l. tmptrnd_bs.sc:c.
temptrend_abs.sc                                                                                       
REALMMarine                                                                                            
REALMTerrestrial                                                                                       
tsign1                                                                                                 
tempave.sc                                                                                             
tempave_metab.sc                                                                                       
seas.sc                                                                                                
microclim.sc                                                                                           
mass.sc                                                                                                
speed.sc                                                                                               
lifespan.sc                                                                                            
consumerfrac.sc                                                                                        
endothermfrac.sc                                                                                       
nspp.sc                                                                                                
npp.sc                                                                                                 
veg.sc                                                                                                 
temptrend_abs.sc:REALMMarine                                                                           
temptrend_abs.sc:REALMTerrestrial                                                                      
temptrend_abs.sc:tsign1                                                                                
temptrend_abs.sc:tempave.sc                                                                            
temptrend_abs.sc:tempave_metab.sc                                                                      
temptrend_abs.sc:seas.sc                                                                               
temptrend_abs.sc:microclim.sc                                                                          
temptrend_abs.sc:mass.sc                                                                               
temptrend_abs.sc:speed.sc                                                                              
                                                    tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns. t-1:_. ts1:_.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                    tmptrnd_bs.sc:np. tmptrnd_bs.sc:v. h_.:REALM2T
temptrend_abs.sc                                                                                  
REALMMarine                                                                                       
REALMTerrestrial                                                                                  
tsign1                                                                                            
tempave.sc                                                                                        
tempave_metab.sc                                                                                  
seas.sc                                                                                           
microclim.sc                                                                                      
mass.sc                                                                                           
speed.sc                                                                                          
lifespan.sc                                                                                       
consumerfrac.sc                                                                                   
endothermfrac.sc                                                                                  
nspp.sc                                                                                           
npp.sc                                                                                            
veg.sc                                                                                            
temptrend_abs.sc:REALMMarine                                                                      
temptrend_abs.sc:REALMTerrestrial                                                                 
temptrend_abs.sc:tsign1                                                                           
temptrend_abs.sc:tempave.sc                                                                       
temptrend_abs.sc:tempave_metab.sc                                                                 
temptrend_abs.sc:seas.sc                                                                          
temptrend_abs.sc:microclim.sc                                                                     
temptrend_abs.sc:mass.sc                                                                          
temptrend_abs.sc:speed.sc                                                                         
                                                    h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                                                                    
temptrend_abs.sc:microclim.sc                                                               
temptrend_abs.sc:mass.sc                                                                    
temptrend_abs.sc:speed.sc                                                                   
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
       Min         Q1        Med         Q3        Max 
-8.3520451 -0.3535263  0.0534660  0.5265006  6.6044778 

Number of Observations: 43174
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   227                  43174 

Full model for Jaccard turnover, removing year 1

Try Bowler or Venter/Halpern human impact

summary(modTfullrem0)
Linear mixed-effects model fit by REML
 Data: trends[i1, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev      Corr  
(Intercept)      0.007404753 (Intr)
temptrend_abs.sc 0.012100255 0.189 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept) Residual
StdDev: 0.003350251 1.507894

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.902506 
Fixed effects: Jtutrendrem0 ~ temptrend_abs.sc * REALM + temptrend_abs.sc *      tsign + temptrend_abs.sc * tempave.sc + temptrend_abs.sc *      tempave_metab.sc + temptrend_abs.sc * seas.sc + temptrend_abs.sc *      microclim.sc + temptrend_abs.sc * mass.sc + temptrend_abs.sc *      speed.sc + temptrend_abs.sc * lifespan.sc + temptrend_abs.sc *      consumerfrac.sc + temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.613                                                 
REALMMarine                                      -0.940  0.600                                          
REALMTerrestrial                                 -0.692  0.344  0.639                                   
tsign1                                           -0.180  0.089  0.044  0.033                            
tempave.sc                                       -0.027  0.010  0.037  0.010 -0.061                     
tempave_metab.sc                                  0.121 -0.064 -0.131 -0.086 -0.013 -0.573              
seas.sc                                          -0.130  0.091  0.183 -0.087 -0.105  0.243 -0.078       
microclim.sc                                     -0.098  0.105  0.112 -0.015  0.047  0.022 -0.072  0.146
mass.sc                                          -0.015  0.056  0.026  0.072  0.021  0.001 -0.509  0.008
speed.sc                                          0.080 -0.035 -0.018 -0.071 -0.041  0.055 -0.224  0.052
lifespan.sc                                       0.079 -0.073 -0.090 -0.088 -0.041 -0.038  0.631  0.045
consumerfrac.sc                                  -0.081  0.052  0.042  0.345  0.046  0.027 -0.042 -0.111
endothermfrac.sc                                 -0.026  0.006  0.031 -0.191  0.020  0.506 -0.542  0.106
nspp.sc                                           0.033 -0.078 -0.101 -0.150 -0.043  0.017  0.010 -0.089
npp.sc                                            0.037 -0.012 -0.063  0.044  0.004 -0.244  0.243 -0.084
veg.sc                                           -0.475  0.482  0.506  0.007 -0.002  0.129 -0.132  0.080
temptrend_abs.sc:REALMMarine                      0.599 -0.964 -0.613 -0.321 -0.029 -0.031  0.069 -0.112
temptrend_abs.sc:REALMTerrestrial                 0.353 -0.648 -0.329 -0.540 -0.017  0.007  0.044  0.134
temptrend_abs.sc:tsign1                           0.107 -0.178 -0.050 -0.019 -0.519  0.079 -0.008  0.030
temptrend_abs.sc:tempave.sc                       0.047 -0.021 -0.061 -0.005  0.062 -0.730  0.460 -0.202
temptrend_abs.sc:tempave_metab.sc                -0.055  0.071  0.060  0.053 -0.018  0.446 -0.685  0.021
temptrend_abs.sc:seas.sc                          0.077 -0.124 -0.105  0.124  0.067 -0.146  0.038 -0.732
temptrend_abs.sc:microclim.sc                     0.088 -0.145 -0.094  0.017 -0.055  0.018  0.040 -0.081
temptrend_abs.sc:mass.sc                          0.039 -0.051 -0.038 -0.062 -0.017  0.031  0.297  0.016
temptrend_abs.sc:speed.sc                        -0.058  0.057  0.034  0.080  0.034 -0.046  0.161  0.000
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.006                                                 
speed.sc                                          0.049  0.115                                          
lifespan.sc                                       0.003 -0.848 -0.377                                   
consumerfrac.sc                                  -0.016  0.104 -0.336 -0.026                            
endothermfrac.sc                                  0.063 -0.096 -0.289  0.117 -0.078                     
nspp.sc                                          -0.113 -0.164  0.018  0.181 -0.052  0.168              
npp.sc                                           -0.187 -0.036  0.043  0.033 -0.031 -0.217 -0.172       
veg.sc                                            0.031  0.046  0.040 -0.055 -0.010  0.082  0.008 -0.273
temptrend_abs.sc:REALMMarine                     -0.107 -0.054  0.010  0.070 -0.034 -0.006  0.104  0.055
temptrend_abs.sc:REALMTerrestrial                 0.021 -0.080  0.058  0.072 -0.187  0.091  0.148 -0.068
temptrend_abs.sc:tsign1                          -0.046 -0.021  0.019  0.034 -0.027  0.013  0.031 -0.035
temptrend_abs.sc:tempave.sc                       0.011  0.034 -0.020 -0.005 -0.010 -0.454 -0.029  0.176
temptrend_abs.sc:tempave_metab.sc                -0.006  0.307  0.127 -0.382  0.066  0.406 -0.013 -0.177
temptrend_abs.sc:seas.sc                         -0.105  0.006 -0.017 -0.038  0.103 -0.073  0.069  0.065
temptrend_abs.sc:microclim.sc                    -0.812  0.006 -0.025 -0.005  0.000 -0.039  0.064  0.182
temptrend_abs.sc:mass.sc                          0.024 -0.603 -0.058  0.524 -0.064  0.068  0.109 -0.012
temptrend_abs.sc:speed.sc                        -0.011 -0.067 -0.630  0.222  0.224  0.160 -0.065 -0.009
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.516                                              
temptrend_abs.sc:REALMTerrestrial                 0.021  0.600                                       
temptrend_abs.sc:tsign1                          -0.023  0.069      0.019                            
temptrend_abs.sc:tempave.sc                      -0.120  0.057     -0.035     -0.106                 
temptrend_abs.sc:tempave_metab.sc                 0.102 -0.077     -0.080      0.021 -0.498          
temptrend_abs.sc:seas.sc                         -0.074  0.164     -0.214     -0.051  0.285          
temptrend_abs.sc:microclim.sc                    -0.051  0.152     -0.038      0.048 -0.028          
temptrend_abs.sc:mass.sc                         -0.017  0.054      0.122      0.028 -0.051          
temptrend_abs.sc:speed.sc                        -0.036 -0.017     -0.059     -0.017  0.064          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                         -0.036                                     
temptrend_abs.sc:microclim.sc                     0.056   0.146                             
temptrend_abs.sc:mass.sc                         -0.539  -0.053            -0.049           
temptrend_abs.sc:speed.sc                        -0.292   0.050             0.018           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.140                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-7.01782639 -0.26254472 -0.02396528  0.31237827  5.40866015 

Number of Observations: 31072
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   218                  31072 
summary(modTfullfootprintrem0)
Linear mixed-effects model fit by REML
 Data: trends[i2, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev      Corr  
(Intercept)      0.007176109 (Intr)
temptrend_abs.sc 0.015663961 0.105 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept) Residual
StdDev: 0.003466799 1.508598

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.903419 
Fixed effects: Jtutrendrem0 ~ temptrend_abs.sc * REALM + temptrend_abs.sc *      tsign + temptrend_abs.sc * tempave.sc + temptrend_abs.sc *      tempave_metab.sc + temptrend_abs.sc * seas.sc + temptrend_abs.sc *      microclim.sc + temptrend_abs.sc * mass.sc + temptrend_abs.sc *      speed.sc + temptrend_abs.sc * lifespan.sc + temptrend_abs.sc *      consumerfrac.sc + temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_footprint.sc:REALM2 
 Correlation: 
                                                    (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_.
temptrend_abs.sc                                    -0.624                                          
REALMMarine                                         -0.940  0.606                                   
REALMTerrestrial                                    -0.673  0.357  0.615                            
tsign1                                              -0.179  0.082  0.041  0.041                     
tempave.sc                                          -0.054  0.035  0.068 -0.001 -0.055              
tempave_metab.sc                                     0.142 -0.078 -0.152 -0.076 -0.025 -0.572       
seas.sc                                             -0.130  0.085  0.182 -0.098 -0.107  0.247 -0.073
microclim.sc                                        -0.091  0.083  0.105 -0.014  0.042  0.063 -0.091
mass.sc                                             -0.015  0.053  0.023  0.082  0.022  0.014 -0.510
speed.sc                                             0.083 -0.041 -0.016 -0.091 -0.040  0.057 -0.216
lifespan.sc                                          0.083 -0.071 -0.096 -0.085 -0.043 -0.052  0.637
consumerfrac.sc                                     -0.076  0.047  0.032  0.359  0.047  0.031 -0.037
endothermfrac.sc                                    -0.046  0.018  0.050 -0.203  0.027  0.494 -0.546
nspp.sc                                              0.034 -0.071 -0.096 -0.150 -0.042  0.021  0.006
npp.sc                                               0.074 -0.038 -0.104  0.026  0.005 -0.280  0.264
veg.sc                                              -0.505  0.473  0.536  0.013 -0.007  0.174 -0.164
temptrend_abs.sc:REALMMarine                         0.607 -0.959 -0.620 -0.327 -0.023 -0.060  0.084
temptrend_abs.sc:REALMTerrestrial                    0.350 -0.651 -0.319 -0.559 -0.023  0.018  0.032
temptrend_abs.sc:tsign1                              0.101 -0.161 -0.041 -0.024 -0.518  0.078 -0.006
temptrend_abs.sc:tempave.sc                          0.073 -0.058 -0.093  0.001  0.057 -0.736  0.448
temptrend_abs.sc:tempave_metab.sc                   -0.074  0.090  0.080  0.045 -0.009  0.440 -0.686
temptrend_abs.sc:seas.sc                             0.080 -0.131 -0.112  0.127  0.070 -0.163  0.034
temptrend_abs.sc:microclim.sc                        0.067 -0.107 -0.073  0.021 -0.051 -0.007  0.051
temptrend_abs.sc:mass.sc                             0.036 -0.043 -0.036 -0.065 -0.018  0.028  0.299
temptrend_abs.sc:speed.sc                           -0.060  0.061  0.028  0.087  0.035 -0.053  0.150
                                                    ses.sc mcrcl. mss.sc spd.sc lfspn. cnsmr. endth.
temptrend_abs.sc                                                                                    
REALMMarine                                                                                         
REALMTerrestrial                                                                                    
tsign1                                                                                              
tempave.sc                                                                                          
tempave_metab.sc                                                                                    
seas.sc                                                                                             
microclim.sc                                         0.156                                          
mass.sc                                              0.010 -0.002                                   
speed.sc                                             0.051  0.054  0.100                            
lifespan.sc                                          0.045  0.011 -0.837 -0.370                     
consumerfrac.sc                                     -0.111 -0.011  0.121 -0.358 -0.010              
endothermfrac.sc                                     0.104  0.088 -0.090 -0.281  0.103 -0.079       
nspp.sc                                             -0.100 -0.124 -0.168  0.024  0.179 -0.054  0.169
npp.sc                                              -0.132 -0.206 -0.043  0.045  0.031 -0.058 -0.224
veg.sc                                               0.096  0.025  0.046  0.035 -0.053 -0.001  0.112
temptrend_abs.sc:REALMMarine                        -0.111 -0.088 -0.051  0.009  0.067 -0.025 -0.020
temptrend_abs.sc:REALMTerrestrial                    0.138  0.024 -0.082  0.069  0.067 -0.207  0.112
temptrend_abs.sc:tsign1                              0.040 -0.032 -0.019  0.017  0.033 -0.021  0.010
temptrend_abs.sc:tempave.sc                         -0.210 -0.016  0.025 -0.034  0.007 -0.008 -0.428
temptrend_abs.sc:tempave_metab.sc                    0.015  0.006  0.308  0.120 -0.391  0.051  0.410
temptrend_abs.sc:seas.sc                            -0.736 -0.103  0.007 -0.031 -0.040  0.106 -0.068
temptrend_abs.sc:microclim.sc                       -0.081 -0.822  0.010 -0.034 -0.009  0.006 -0.051
temptrend_abs.sc:mass.sc                             0.015  0.028 -0.604 -0.047  0.522 -0.068  0.064
temptrend_abs.sc:speed.sc                           -0.014 -0.017 -0.053 -0.636  0.211  0.243  0.162
                                                    nspp.s npp.sc veg.sc t_.:REALMM t_.:REALMT tm_.:1
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                              -0.176                                           
veg.sc                                               0.018 -0.310                                    
temptrend_abs.sc:REALMMarine                         0.098  0.081 -0.506                             
temptrend_abs.sc:REALMTerrestrial                    0.138 -0.049  0.015  0.593                      
temptrend_abs.sc:tsign1                              0.026 -0.036 -0.011  0.054      0.026           
temptrend_abs.sc:tempave.sc                         -0.018  0.192 -0.170  0.097     -0.037     -0.102
temptrend_abs.sc:tempave_metab.sc                   -0.008 -0.190  0.129 -0.094     -0.067      0.018
temptrend_abs.sc:seas.sc                             0.084  0.092 -0.092  0.177     -0.206     -0.064
temptrend_abs.sc:microclim.sc                        0.072  0.194 -0.016  0.120     -0.046      0.024
temptrend_abs.sc:mass.sc                             0.113 -0.009 -0.012  0.045      0.119      0.026
temptrend_abs.sc:speed.sc                           -0.062 -0.010 -0.033 -0.012     -0.065     -0.013
                                                    tmptrnd_bs.sc:t. tm_.:_. tmptrnd_bs.sc:ss.
temptrend_abs.sc                                                                              
REALMMarine                                                                                   
REALMTerrestrial                                                                              
tsign1                                                                                        
tempave.sc                                                                                    
tempave_metab.sc                                                                              
seas.sc                                                                                       
microclim.sc                                                                                  
mass.sc                                                                                       
speed.sc                                                                                      
lifespan.sc                                                                                   
consumerfrac.sc                                                                               
endothermfrac.sc                                                                              
nspp.sc                                                                                       
npp.sc                                                                                        
veg.sc                                                                                        
temptrend_abs.sc:REALMMarine                                                                  
temptrend_abs.sc:REALMTerrestrial                                                             
temptrend_abs.sc:tsign1                                                                       
temptrend_abs.sc:tempave.sc                                                                   
temptrend_abs.sc:tempave_metab.sc                   -0.473                                    
temptrend_abs.sc:seas.sc                             0.292           -0.025                   
temptrend_abs.sc:microclim.sc                        0.014            0.048   0.161           
temptrend_abs.sc:mass.sc                            -0.042           -0.542  -0.049           
temptrend_abs.sc:speed.sc                            0.075           -0.279   0.060           
                                                    tmptrnd_bs.sc:mc. tmptrnd_bs.sc:ms.
temptrend_abs.sc                                                                       
REALMMarine                                                                            
REALMTerrestrial                                                                       
tsign1                                                                                 
tempave.sc                                                                             
tempave_metab.sc                                                                       
seas.sc                                                                                
microclim.sc                                                                           
mass.sc                                                                                
speed.sc                                                                               
lifespan.sc                                                                            
consumerfrac.sc                                                                        
endothermfrac.sc                                                                       
nspp.sc                                                                                
npp.sc                                                                                 
veg.sc                                                                                 
temptrend_abs.sc:REALMMarine                                                           
temptrend_abs.sc:REALMTerrestrial                                                      
temptrend_abs.sc:tsign1                                                                
temptrend_abs.sc:tempave.sc                                                            
temptrend_abs.sc:tempave_metab.sc                                                      
temptrend_abs.sc:seas.sc                                                               
temptrend_abs.sc:microclim.sc                                                          
temptrend_abs.sc:mass.sc                            -0.057                             
temptrend_abs.sc:speed.sc                            0.026             0.130           
                                                    tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l. tmptrnd_bs.sc:c.
temptrend_abs.sc                                                                                       
REALMMarine                                                                                            
REALMTerrestrial                                                                                       
tsign1                                                                                                 
tempave.sc                                                                                             
tempave_metab.sc                                                                                       
seas.sc                                                                                                
microclim.sc                                                                                           
mass.sc                                                                                                
speed.sc                                                                                               
lifespan.sc                                                                                            
consumerfrac.sc                                                                                        
endothermfrac.sc                                                                                       
nspp.sc                                                                                                
npp.sc                                                                                                 
veg.sc                                                                                                 
temptrend_abs.sc:REALMMarine                                                                           
temptrend_abs.sc:REALMTerrestrial                                                                      
temptrend_abs.sc:tsign1                                                                                
temptrend_abs.sc:tempave.sc                                                                            
temptrend_abs.sc:tempave_metab.sc                                                                      
temptrend_abs.sc:seas.sc                                                                               
temptrend_abs.sc:microclim.sc                                                                          
temptrend_abs.sc:mass.sc                                                                               
temptrend_abs.sc:speed.sc                                                                              
                                                    tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns. t-1:_. ts1:_.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                    tmptrnd_bs.sc:np. tmptrnd_bs.sc:v. h_.:REALM2T
temptrend_abs.sc                                                                                  
REALMMarine                                                                                       
REALMTerrestrial                                                                                  
tsign1                                                                                            
tempave.sc                                                                                        
tempave_metab.sc                                                                                  
seas.sc                                                                                           
microclim.sc                                                                                      
mass.sc                                                                                           
speed.sc                                                                                          
lifespan.sc                                                                                       
consumerfrac.sc                                                                                   
endothermfrac.sc                                                                                  
nspp.sc                                                                                           
npp.sc                                                                                            
veg.sc                                                                                            
temptrend_abs.sc:REALMMarine                                                                      
temptrend_abs.sc:REALMTerrestrial                                                                 
temptrend_abs.sc:tsign1                                                                           
temptrend_abs.sc:tempave.sc                                                                       
temptrend_abs.sc:tempave_metab.sc                                                                 
temptrend_abs.sc:seas.sc                                                                          
temptrend_abs.sc:microclim.sc                                                                     
temptrend_abs.sc:mass.sc                                                                          
temptrend_abs.sc:speed.sc                                                                         
                                                    h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                                                                    
temptrend_abs.sc:microclim.sc                                                               
temptrend_abs.sc:mass.sc                                                                    
temptrend_abs.sc:speed.sc                                                                   
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-7.02311163 -0.26176466 -0.02363408  0.31203019  5.40892698 

Number of Observations: 30801
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   210                  30801 

Full models for total and HM

i2 <- trends[, complete.cases(Jbetatrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
i3 <- trends[, complete.cases(Horntrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

# full models
if(file.exists('temp/modTfullJbeta.rds')){
  modTfullJbeta <- readRDS('temp/modTfullJbeta.rds')
} else {
  modTfullJbeta <- lme(Jbetatrend ~ temptrend_abs.sc*REALM + 
                         temptrend_abs.sc*tsign +
                         temptrend_abs.sc*tempave.sc +
                         temptrend_abs.sc*tempave_metab.sc + 
                         temptrend_abs.sc*seas.sc + 
                         temptrend_abs.sc*microclim.sc + 
                         temptrend_abs.sc*mass.sc + 
                         temptrend_abs.sc*speed.sc + 
                         temptrend_abs.sc*lifespan.sc + 
                         temptrend_abs.sc*consumerfrac.sc +
                         temptrend_abs.sc*endothermfrac.sc +
                         temptrend_abs.sc*nspp.sc +
                         temptrend_abs.sc*thermal_bias.sc:tsign +
                         temptrend_abs.sc*npp.sc +
                         temptrend_abs.sc*veg.sc +
                         temptrend_abs.sc*human_bowler.sc:REALM2,
                       random = randef, weights = varef, data = trends[i2,], method = 'REML')
  saveRDS(modTfullJbeta, file = 'temp/modTfullJbeta.rds')
}

if(file.exists('temp/modTfullHorn.rds')){
  modTfullHorn <- readRDS('temp/modTfullHorn.rds')
} else {
  modTfullHorn <- lme(Horntrend ~ temptrend_abs.sc*REALM + 
                        temptrend_abs.sc*tsign +
                        temptrend_abs.sc*tempave.sc +
                        temptrend_abs.sc*tempave_metab.sc + 
                        temptrend_abs.sc*seas.sc + 
                        temptrend_abs.sc*microclim.sc + 
                        temptrend_abs.sc*mass.sc + 
                        temptrend_abs.sc*speed.sc + 
                        temptrend_abs.sc*lifespan.sc + 
                        temptrend_abs.sc*consumerfrac.sc +
                        temptrend_abs.sc*endothermfrac.sc +
                        temptrend_abs.sc*nspp.sc +
                        temptrend_abs.sc*thermal_bias.sc:tsign +
                        temptrend_abs.sc*npp.sc +
                        temptrend_abs.sc*veg.sc +
                        temptrend_abs.sc*human_bowler.sc:REALM2,
                      random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modTfullHorn, file = 'temp/modTfullHorn.rds')
}

summary(modTfullJbeta)
Linear mixed-effects model fit by REML
 Data: trends[i2, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev     Corr  
(Intercept)      0.06277468 (Intr)
temptrend_abs.sc 0.04847031 -0.175

 Formula: ~1 | rarefyID %in% STUDY_ID
         (Intercept)  Residual
StdDev: 0.0002039828 0.3158091

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.351927 
Fixed effects: Jbetatrend ~ temptrend_abs.sc * REALM + temptrend_abs.sc * tsign +      temptrend_abs.sc * tempave.sc + temptrend_abs.sc * tempave_metab.sc +      temptrend_abs.sc * seas.sc + temptrend_abs.sc * microclim.sc +      temptrend_abs.sc * mass.sc + temptrend_abs.sc * speed.sc +      temptrend_abs.sc * lifespan.sc + temptrend_abs.sc * consumerfrac.sc +      temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.430                                                 
REALMMarine                                      -0.929  0.402                                          
REALMTerrestrial                                 -0.876  0.377  0.815                                   
tsign1                                           -0.026  0.017  0.006  0.009                            
tempave.sc                                       -0.003  0.000 -0.004 -0.005 -0.070                     
tempave_metab.sc                                  0.038 -0.020 -0.030 -0.031 -0.022 -0.454              
seas.sc                                          -0.030  0.037  0.040 -0.012 -0.107  0.154 -0.084       
microclim.sc                                     -0.008  0.018  0.014 -0.006  0.020 -0.060 -0.022  0.127
mass.sc                                           0.012  0.006 -0.002 -0.002  0.019  0.021 -0.486  0.007
speed.sc                                          0.000 -0.005  0.009  0.017 -0.049  0.106 -0.277  0.102
lifespan.sc                                       0.024 -0.019 -0.019 -0.035 -0.015 -0.086  0.707  0.005
consumerfrac.sc                                  -0.003  0.005  0.024  0.252  0.015 -0.044 -0.025 -0.051
endothermfrac.sc                                  0.133 -0.056 -0.068 -0.269  0.003  0.099 -0.111  0.012
nspp.sc                                          -0.007 -0.011 -0.009 -0.019 -0.038  0.002 -0.023 -0.060
npp.sc                                            0.004  0.004 -0.005  0.006  0.013 -0.245  0.196 -0.088
veg.sc                                           -0.075  0.119  0.073 -0.004 -0.016  0.141 -0.098  0.121
temptrend_abs.sc:REALMMarine                      0.413 -0.960 -0.415 -0.359 -0.004  0.003  0.015 -0.046
temptrend_abs.sc:REALMTerrestrial                 0.363 -0.858 -0.336 -0.433 -0.005 -0.011  0.020  0.026
temptrend_abs.sc:tsign1                           0.013 -0.037 -0.005 -0.004 -0.484  0.050 -0.002  0.013
temptrend_abs.sc:tempave.sc                       0.000 -0.005 -0.002 -0.002  0.052 -0.625  0.315 -0.052
temptrend_abs.sc:tempave_metab.sc                -0.009  0.023  0.008  0.010 -0.012  0.335 -0.597 -0.010
temptrend_abs.sc:seas.sc                          0.016 -0.050 -0.020  0.021  0.044  0.003 -0.008 -0.647
temptrend_abs.sc:microclim.sc                     0.006 -0.026 -0.009  0.007 -0.044  0.089 -0.014 -0.053
temptrend_abs.sc:mass.sc                          0.006 -0.010 -0.007 -0.006 -0.015  0.030  0.262  0.008
temptrend_abs.sc:speed.sc                        -0.004  0.018 -0.003 -0.001  0.026 -0.096  0.128 -0.035
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.056                                                 
speed.sc                                          0.072  0.129                                          
lifespan.sc                                      -0.027 -0.760 -0.455                                   
consumerfrac.sc                                  -0.001  0.014 -0.049 -0.047                            
endothermfrac.sc                                  0.009  0.001 -0.142  0.068 -0.328                     
nspp.sc                                          -0.115 -0.208  0.014  0.134 -0.009  0.067              
npp.sc                                           -0.090 -0.044  0.048  0.035 -0.029 -0.049 -0.182       
veg.sc                                           -0.019  0.034  0.052 -0.029 -0.069 -0.012  0.002 -0.271
temptrend_abs.sc:REALMMarine                     -0.022 -0.010 -0.005  0.014 -0.010  0.036  0.020  0.008
temptrend_abs.sc:REALMTerrestrial                 0.010 -0.008 -0.006  0.023 -0.100  0.135  0.031 -0.018
temptrend_abs.sc:tsign1                          -0.041 -0.015  0.019  0.008 -0.004  0.006  0.025 -0.048
temptrend_abs.sc:tempave.sc                       0.083  0.028 -0.064  0.031 -0.009 -0.087 -0.016  0.157
temptrend_abs.sc:tempave_metab.sc                -0.034  0.244  0.069 -0.350  0.049  0.105 -0.006 -0.141
temptrend_abs.sc:seas.sc                         -0.088  0.007 -0.037 -0.005  0.041  0.019  0.040  0.061
temptrend_abs.sc:microclim.sc                    -0.693 -0.028 -0.029  0.018  0.002  0.009  0.045  0.103
temptrend_abs.sc:mass.sc                         -0.017 -0.555 -0.024  0.434 -0.005  0.014  0.131  0.005
temptrend_abs.sc:speed.sc                        -0.041 -0.044 -0.547  0.187  0.022  0.079 -0.024  0.006
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.129                                              
temptrend_abs.sc:REALMTerrestrial                 0.005  0.814                                       
temptrend_abs.sc:tsign1                          -0.004  0.012      0.007                            
temptrend_abs.sc:tempave.sc                      -0.140 -0.001      0.017     -0.076                 
temptrend_abs.sc:tempave_metab.sc                 0.060 -0.019     -0.030      0.015 -0.420          
temptrend_abs.sc:seas.sc                         -0.127  0.068     -0.052     -0.018  0.060          
temptrend_abs.sc:microclim.sc                     0.024  0.030     -0.023      0.047 -0.119          
temptrend_abs.sc:mass.sc                         -0.005  0.016      0.018      0.026 -0.073          
temptrend_abs.sc:speed.sc                        -0.057  0.001      0.000     -0.006  0.161          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                          0.031                                     
temptrend_abs.sc:microclim.sc                     0.104   0.139                             
temptrend_abs.sc:mass.sc                         -0.469  -0.045            -0.010           
temptrend_abs.sc:speed.sc                        -0.223   0.074             0.046           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.063                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
       Min         Q1        Med         Q3        Max 
-7.3991424 -0.2444604  0.1291713  0.6077538  6.7430991 

Number of Observations: 43493
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   235                  43493 
summary(modTfullHorn)
Linear mixed-effects model fit by REML
 Data: trends[i3, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev     Corr  
(Intercept)      0.06157166 (Intr)
temptrend_abs.sc 0.04045651 -0.087

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.004171557 0.2960534

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.223338 
Fixed effects: Horntrend ~ temptrend_abs.sc * REALM + temptrend_abs.sc * tsign +      temptrend_abs.sc * tempave.sc + temptrend_abs.sc * tempave_metab.sc +      temptrend_abs.sc * seas.sc + temptrend_abs.sc * microclim.sc +      temptrend_abs.sc * mass.sc + temptrend_abs.sc * speed.sc +      temptrend_abs.sc * lifespan.sc + temptrend_abs.sc * consumerfrac.sc +      temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.380                                                 
REALMMarine                                      -0.917  0.352                                          
REALMTerrestrial                                 -0.858  0.326  0.781                                   
tsign1                                           -0.032  0.020  0.007  0.013                            
tempave.sc                                       -0.007  0.003  0.004 -0.005 -0.074                     
tempave_metab.sc                                  0.050 -0.023 -0.042 -0.039 -0.022 -0.506              
seas.sc                                          -0.043  0.037  0.059 -0.014 -0.114  0.205 -0.112       
microclim.sc                                     -0.017  0.022  0.025 -0.007  0.006 -0.034 -0.034  0.148
mass.sc                                           0.012  0.010 -0.001  0.003  0.021  0.023 -0.485 -0.004
speed.sc                                          0.005 -0.005  0.011  0.013 -0.049  0.105 -0.269  0.097
lifespan.sc                                       0.029 -0.020 -0.024 -0.040 -0.015 -0.087  0.691  0.018
consumerfrac.sc                                  -0.004  0.007  0.002  0.268  0.019 -0.026 -0.021 -0.047
endothermfrac.sc                                  0.142 -0.048 -0.069 -0.299  0.004  0.153 -0.163  0.037
nspp.sc                                          -0.010 -0.017 -0.009 -0.023 -0.031  0.016 -0.021 -0.019
npp.sc                                            0.015  0.004 -0.018  0.009  0.011 -0.292  0.228 -0.205
veg.sc                                           -0.110  0.123  0.112 -0.003 -0.017  0.148 -0.106  0.135
temptrend_abs.sc:REALMMarine                      0.364 -0.957 -0.362 -0.306 -0.006 -0.005  0.019 -0.048
temptrend_abs.sc:REALMTerrestrial                 0.313 -0.840 -0.285 -0.387 -0.006 -0.008  0.025  0.041
temptrend_abs.sc:tsign1                           0.016 -0.044 -0.006 -0.005 -0.489  0.042  0.003  0.015
temptrend_abs.sc:tempave.sc                       0.004 -0.009 -0.008 -0.002  0.050 -0.571  0.306 -0.056
temptrend_abs.sc:tempave_metab.sc                -0.014  0.028  0.013  0.016 -0.010  0.316 -0.574 -0.007
temptrend_abs.sc:seas.sc                          0.018 -0.056 -0.025  0.029  0.045 -0.031  0.006 -0.606
temptrend_abs.sc:microclim.sc                     0.009 -0.026 -0.012  0.007 -0.038  0.064 -0.005 -0.075
temptrend_abs.sc:mass.sc                          0.007 -0.017 -0.008 -0.011 -0.013  0.021  0.260  0.005
temptrend_abs.sc:speed.sc                        -0.004  0.020 -0.005 -0.001  0.025 -0.081  0.123 -0.028
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.023                                                 
speed.sc                                          0.063  0.148                                          
lifespan.sc                                       0.003 -0.778 -0.448                                   
consumerfrac.sc                                  -0.006  0.014 -0.062 -0.040                            
endothermfrac.sc                                  0.018 -0.011 -0.145  0.060 -0.317                     
nspp.sc                                          -0.081 -0.222  0.000  0.149 -0.004  0.083              
npp.sc                                           -0.224 -0.034  0.046  0.028 -0.014 -0.083 -0.195       
veg.sc                                            0.022  0.028  0.040 -0.022 -0.049  0.013  0.014 -0.276
temptrend_abs.sc:REALMMarine                     -0.025 -0.014 -0.007  0.015 -0.008  0.032  0.025  0.011
temptrend_abs.sc:REALMTerrestrial                 0.012 -0.018 -0.004  0.027 -0.085  0.133  0.041 -0.024
temptrend_abs.sc:tsign1                          -0.036 -0.013  0.018  0.007 -0.006  0.004  0.024 -0.046
temptrend_abs.sc:tempave.sc                       0.076  0.025 -0.061  0.030 -0.011 -0.099 -0.017  0.144
temptrend_abs.sc:tempave_metab.sc                -0.017  0.248  0.078 -0.347  0.050  0.120 -0.005 -0.142
temptrend_abs.sc:seas.sc                         -0.101  0.009 -0.035 -0.011  0.032  0.002  0.016  0.109
temptrend_abs.sc:microclim.sc                    -0.660 -0.008 -0.026  0.001  0.003  0.001  0.033  0.155
temptrend_abs.sc:mass.sc                         -0.008 -0.552 -0.034  0.435 -0.012  0.019  0.131  0.007
temptrend_abs.sc:speed.sc                        -0.034 -0.047 -0.533  0.186  0.020  0.084 -0.017 -0.001
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.136                                              
temptrend_abs.sc:REALMTerrestrial                 0.013  0.789                                       
temptrend_abs.sc:tsign1                           0.003  0.014      0.009                            
temptrend_abs.sc:tempave.sc                      -0.130  0.008      0.018     -0.068                 
temptrend_abs.sc:tempave_metab.sc                 0.057 -0.021     -0.050      0.012 -0.434          
temptrend_abs.sc:seas.sc                         -0.131  0.076     -0.080     -0.020  0.034          
temptrend_abs.sc:microclim.sc                     0.021  0.030     -0.029      0.050 -0.144          
temptrend_abs.sc:mass.sc                         -0.001  0.021      0.033      0.025 -0.080          
temptrend_abs.sc:speed.sc                        -0.047  0.004     -0.002     -0.004  0.162          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                          0.052                                     
temptrend_abs.sc:microclim.sc                     0.103   0.138                             
temptrend_abs.sc:mass.sc                         -0.465  -0.040            -0.008           
temptrend_abs.sc:speed.sc                        -0.216   0.064             0.039           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.058                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-6.73851930 -0.38297739  0.03926292  0.54007605  6.19209050 

Number of Observations: 42493
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   202                  42493 

Full models for total and HM (remove year 1)

i2 <- trends[, complete.cases(Jbetatrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_bowler.sc)]
i3 <- trends[, complete.cases(Horntrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

# full models
if(file.exists('temp/modTfullJbetarem0.rds')){
  modTfullJbetarem0 <- readRDS('temp/modTfullJbetarem0.rds')
} else {
  modTfullJbetarem0 <- lme(Jbetatrendrem0 ~ temptrend_abs.sc*REALM + 
                         temptrend_abs.sc*tsign +
                         temptrend_abs.sc*tempave.sc +
                         temptrend_abs.sc*tempave_metab.sc + 
                         temptrend_abs.sc*seas.sc + 
                         temptrend_abs.sc*microclim.sc + 
                         temptrend_abs.sc*mass.sc + 
                         temptrend_abs.sc*speed.sc + 
                         temptrend_abs.sc*lifespan.sc + 
                         temptrend_abs.sc*consumerfrac.sc +
                         temptrend_abs.sc*endothermfrac.sc +
                         temptrend_abs.sc*nspp.sc +
                         temptrend_abs.sc*thermal_bias.sc:tsign +
                         temptrend_abs.sc*npp.sc +
                         temptrend_abs.sc*veg.sc +
                         temptrend_abs.sc*human_bowler.sc:REALM2,
                       random = randef, weights = varef, data = trends[i2,], method = 'REML')
  saveRDS(modTfullJbetarem0, file = 'temp/modTfullJbetarem0.rds')
}

if(file.exists('temp/modTfullHornrem0.rds')){
  modTfullHornrem0 <- readRDS('temp/modTfullHornrem0.rds')
} else {
  modTfullHornrem0 <- lme(Horntrendrem0 ~ temptrend_abs.sc*REALM + 
                        temptrend_abs.sc*tsign +
                        temptrend_abs.sc*tempave.sc +
                        temptrend_abs.sc*tempave_metab.sc + 
                        temptrend_abs.sc*seas.sc + 
                        temptrend_abs.sc*microclim.sc + 
                        temptrend_abs.sc*mass.sc + 
                        temptrend_abs.sc*speed.sc + 
                        temptrend_abs.sc*lifespan.sc + 
                        temptrend_abs.sc*consumerfrac.sc +
                        temptrend_abs.sc*endothermfrac.sc +
                        temptrend_abs.sc*nspp.sc +
                        temptrend_abs.sc*thermal_bias.sc:tsign +
                        temptrend_abs.sc*npp.sc +
                        temptrend_abs.sc*veg.sc +
                        temptrend_abs.sc*human_bowler.sc:REALM2,
                      random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modTfullHornrem0, file = 'temp/modTfullHornrem0.rds')
}

summary(modTfullJbetarem0)
Linear mixed-effects model fit by REML
 Data: trends[i2, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev      Corr  
(Intercept)      0.007723766 (Intr)
temptrend_abs.sc 0.017251054 0.308 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept)  Residual
StdDev: 0.002065633 0.8886333

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-1.821858 
Fixed effects: Jbetatrendrem0 ~ temptrend_abs.sc * REALM + temptrend_abs.sc *      tsign + temptrend_abs.sc * tempave.sc + temptrend_abs.sc *      tempave_metab.sc + temptrend_abs.sc * seas.sc + temptrend_abs.sc *      microclim.sc + temptrend_abs.sc * mass.sc + temptrend_abs.sc *      speed.sc + temptrend_abs.sc * lifespan.sc + temptrend_abs.sc *      consumerfrac.sc + temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.478                                                 
REALMMarine                                      -0.934  0.465                                          
REALMTerrestrial                                 -0.741  0.288  0.680                                   
tsign1                                           -0.146  0.068  0.034  0.026                            
tempave.sc                                       -0.017  0.007  0.026  0.004 -0.065                     
tempave_metab.sc                                  0.112 -0.049 -0.117 -0.071 -0.010 -0.547              
seas.sc                                          -0.110  0.070  0.160 -0.073 -0.106  0.226 -0.089       
microclim.sc                                     -0.080  0.087  0.098 -0.015  0.037  0.017 -0.069  0.169
mass.sc                                          -0.007  0.052  0.022  0.050  0.018  0.006 -0.496  0.013
speed.sc                                          0.055 -0.033  0.000 -0.033 -0.049  0.067 -0.217  0.066
lifespan.sc                                       0.077 -0.060 -0.084 -0.079 -0.032 -0.048  0.639  0.030
consumerfrac.sc                                  -0.071  0.042  0.040  0.330  0.042  0.014 -0.042 -0.100
endothermfrac.sc                                  0.029 -0.005 -0.009 -0.257  0.023  0.415 -0.481  0.093
nspp.sc                                           0.023 -0.070 -0.086 -0.114 -0.036  0.016 -0.007 -0.085
npp.sc                                            0.025 -0.006 -0.048  0.037  0.009 -0.246  0.231 -0.094
veg.sc                                           -0.381  0.387  0.407  0.005 -0.005  0.139 -0.130  0.096
temptrend_abs.sc:REALMMarine                      0.464 -0.954 -0.469 -0.267 -0.020 -0.026  0.050 -0.091
temptrend_abs.sc:REALMTerrestrial                 0.283 -0.720 -0.262 -0.428 -0.011  0.000  0.026  0.119
temptrend_abs.sc:tsign1                           0.082 -0.138 -0.035 -0.012 -0.510  0.078 -0.015  0.029
temptrend_abs.sc:tempave.sc                       0.038 -0.019 -0.054 -0.007  0.062 -0.717  0.425 -0.187
temptrend_abs.sc:tempave_metab.sc                -0.045  0.059  0.048  0.037 -0.019  0.425 -0.673  0.028
temptrend_abs.sc:seas.sc                          0.068 -0.098 -0.097  0.099  0.064 -0.129  0.041 -0.738
temptrend_abs.sc:microclim.sc                     0.072 -0.116 -0.083  0.019 -0.046  0.023  0.035 -0.104
temptrend_abs.sc:mass.sc                          0.033 -0.041 -0.035 -0.047 -0.016  0.030  0.289  0.010
temptrend_abs.sc:speed.sc                        -0.051  0.053  0.023  0.056  0.037 -0.060  0.131 -0.016
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.015                                                 
speed.sc                                          0.062  0.112                                          
lifespan.sc                                      -0.003 -0.825 -0.385                                   
consumerfrac.sc                                  -0.023  0.069 -0.267 -0.032                            
endothermfrac.sc                                  0.049 -0.088 -0.300  0.111 -0.140                     
nspp.sc                                          -0.122 -0.171  0.015  0.167 -0.033  0.165              
npp.sc                                           -0.189 -0.032  0.046  0.029 -0.034 -0.184 -0.168       
veg.sc                                            0.032  0.046  0.048 -0.054 -0.017  0.065  0.008 -0.286
temptrend_abs.sc:REALMMarine                     -0.092 -0.053  0.004  0.058 -0.025  0.011  0.096  0.047
temptrend_abs.sc:REALMTerrestrial                 0.026 -0.060  0.040  0.051 -0.152  0.098  0.114 -0.055
temptrend_abs.sc:tsign1                          -0.033 -0.017  0.018  0.024 -0.021  0.011  0.022 -0.043
temptrend_abs.sc:tempave.sc                       0.013  0.028 -0.033  0.006 -0.010 -0.354 -0.023  0.183
temptrend_abs.sc:tempave_metab.sc                -0.006  0.293  0.089 -0.371  0.066  0.370 -0.006 -0.172
temptrend_abs.sc:seas.sc                         -0.125  0.002 -0.026 -0.027  0.089 -0.059  0.069  0.083
temptrend_abs.sc:microclim.sc                    -0.813 -0.004 -0.036  0.002  0.009 -0.025  0.074  0.192
temptrend_abs.sc:mass.sc                          0.017 -0.596 -0.044  0.507 -0.051  0.058  0.114 -0.015
temptrend_abs.sc:speed.sc                        -0.030 -0.061 -0.608  0.192  0.182  0.164 -0.045  0.001
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.417                                              
temptrend_abs.sc:REALMTerrestrial                 0.019  0.665                                       
temptrend_abs.sc:tsign1                          -0.021  0.049      0.014                            
temptrend_abs.sc:tempave.sc                      -0.133  0.045     -0.012     -0.101                 
temptrend_abs.sc:tempave_metab.sc                 0.095 -0.060     -0.056      0.029 -0.454          
temptrend_abs.sc:seas.sc                         -0.095  0.138     -0.175     -0.045  0.263          
temptrend_abs.sc:microclim.sc                    -0.052  0.126     -0.043      0.031 -0.023          
temptrend_abs.sc:mass.sc                         -0.014  0.049      0.086      0.021 -0.045          
temptrend_abs.sc:speed.sc                        -0.042 -0.007     -0.034     -0.014  0.090          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                         -0.042                                     
temptrend_abs.sc:microclim.sc                     0.058   0.170                             
temptrend_abs.sc:mass.sc                         -0.521  -0.043            -0.039           
temptrend_abs.sc:speed.sc                        -0.261   0.070             0.040           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.125                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-8.38808782 -0.33122885 -0.03014344  0.33937884  8.28289240 

Number of Observations: 31072
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   218                  31072 
summary(modTfullHornrem0)
Linear mixed-effects model fit by REML
 Data: trends[i3, ] 

Random effects:
 Formula: ~temptrend_abs.sc | STUDY_ID
 Structure: General positive-definite, Log-Cholesky parametrization
                 StdDev     Corr  
(Intercept)      0.01569909 (Intr)
temptrend_abs.sc 0.02631579 0.237 

 Formula: ~1 | rarefyID %in% STUDY_ID
        (Intercept) Residual
StdDev:  0.01343706 2.039905

Variance function:
 Structure: Power of variance covariate
 Formula: ~nyrBT 
 Parameter estimates:
    power 
-2.179888 
Fixed effects: Horntrendrem0 ~ temptrend_abs.sc * REALM + temptrend_abs.sc *      tsign + temptrend_abs.sc * tempave.sc + temptrend_abs.sc *      tempave_metab.sc + temptrend_abs.sc * seas.sc + temptrend_abs.sc *      microclim.sc + temptrend_abs.sc * mass.sc + temptrend_abs.sc *      speed.sc + temptrend_abs.sc * lifespan.sc + temptrend_abs.sc *      consumerfrac.sc + temptrend_abs.sc * endothermfrac.sc + temptrend_abs.sc *      nspp.sc + temptrend_abs.sc * thermal_bias.sc:tsign + temptrend_abs.sc *      npp.sc + temptrend_abs.sc * veg.sc + temptrend_abs.sc * human_bowler.sc:REALM2 
 Correlation: 
                                                 (Intr) tmpt_. REALMM REALMT tsign1 tmpv.s tmpv_. ses.sc
temptrend_abs.sc                                 -0.438                                                 
REALMMarine                                      -0.942  0.425                                          
REALMTerrestrial                                 -0.717  0.272  0.656                                   
tsign1                                           -0.095  0.060  0.014  0.023                            
tempave.sc                                       -0.036  0.014  0.042  0.012 -0.061                     
tempave_metab.sc                                  0.103 -0.038 -0.100 -0.082 -0.013 -0.662              
seas.sc                                          -0.121  0.053  0.165 -0.099 -0.110  0.213 -0.074       
microclim.sc                                     -0.059  0.048  0.071 -0.017  0.031 -0.034 -0.041  0.086
mass.sc                                          -0.011  0.037  0.026  0.054  0.018  0.012 -0.444  0.018
speed.sc                                          0.043 -0.028  0.007 -0.004 -0.052  0.097 -0.214  0.063
lifespan.sc                                       0.066 -0.045 -0.071 -0.091 -0.028 -0.068  0.589  0.034
consumerfrac.sc                                  -0.039  0.034  0.014  0.296  0.046  0.028 -0.063 -0.117
endothermfrac.sc                                  0.023 -0.004 -0.009 -0.236  0.021  0.518 -0.551  0.084
nspp.sc                                           0.011 -0.066 -0.061 -0.107 -0.007  0.042 -0.014 -0.020
npp.sc                                            0.032  0.013 -0.047  0.061 -0.005 -0.240  0.209 -0.205
veg.sc                                           -0.477  0.315  0.495  0.019 -0.012  0.128 -0.102  0.111
temptrend_abs.sc:REALMMarine                      0.427 -0.953 -0.430 -0.254 -0.020 -0.026  0.035 -0.066
temptrend_abs.sc:REALMTerrestrial                 0.248 -0.695 -0.230 -0.416 -0.007 -0.007  0.038  0.147
temptrend_abs.sc:tsign1                           0.055 -0.120 -0.018 -0.002 -0.517  0.056 -0.013  0.012
temptrend_abs.sc:tempave.sc                       0.041 -0.032 -0.053 -0.020  0.055 -0.610  0.405 -0.103
temptrend_abs.sc:tempave_metab.sc                -0.040  0.042  0.037  0.044 -0.016  0.396 -0.626 -0.013
temptrend_abs.sc:seas.sc                          0.060 -0.096 -0.082  0.125  0.057 -0.096  0.017 -0.661
temptrend_abs.sc:microclim.sc                     0.026 -0.062 -0.033  0.015 -0.052  0.052  0.003 -0.032
temptrend_abs.sc:mass.sc                          0.026 -0.038 -0.028 -0.039 -0.011  0.028  0.250 -0.003
temptrend_abs.sc:speed.sc                        -0.026  0.046  0.004  0.032  0.034 -0.054  0.118 -0.004
                                                 mcrcl. mss.sc spd.sc lfspn. cnsmr. endth. nspp.s npp.sc
temptrend_abs.sc                                                                                        
REALMMarine                                                                                             
REALMTerrestrial                                                                                        
tsign1                                                                                                  
tempave.sc                                                                                              
tempave_metab.sc                                                                                        
seas.sc                                                                                                 
microclim.sc                                                                                            
mass.sc                                           0.013                                                 
speed.sc                                          0.058  0.153                                          
lifespan.sc                                       0.007 -0.826 -0.394                                   
consumerfrac.sc                                  -0.021  0.040 -0.192 -0.052                            
endothermfrac.sc                                  0.030 -0.080 -0.254  0.082 -0.140                     
nspp.sc                                          -0.069 -0.191  0.010  0.181 -0.017  0.162              
npp.sc                                           -0.244 -0.032  0.036  0.026 -0.001 -0.170 -0.200       
veg.sc                                            0.008  0.020  0.024 -0.022 -0.008  0.077  0.019 -0.205
temptrend_abs.sc:REALMMarine                     -0.054 -0.038 -0.001  0.042 -0.024  0.014  0.084  0.016
temptrend_abs.sc:REALMTerrestrial                 0.027 -0.055  0.024  0.053 -0.133  0.087  0.111 -0.076
temptrend_abs.sc:tsign1                          -0.029 -0.014  0.021  0.018 -0.014  0.004  0.011 -0.034
temptrend_abs.sc:tempave.sc                       0.058  0.035 -0.050  0.014 -0.031 -0.323 -0.030  0.139
temptrend_abs.sc:tempave_metab.sc                -0.014  0.272  0.106 -0.359  0.069  0.354  0.007 -0.142
temptrend_abs.sc:seas.sc                         -0.074 -0.002 -0.026 -0.028  0.096 -0.041  0.035  0.126
temptrend_abs.sc:microclim.sc                    -0.723  0.006 -0.030 -0.008  0.005 -0.001  0.044  0.181
temptrend_abs.sc:mass.sc                          0.006 -0.592 -0.064  0.495 -0.032  0.051  0.108 -0.011
temptrend_abs.sc:speed.sc                        -0.029 -0.071 -0.584  0.197  0.124  0.134 -0.048 -0.011
                                                 veg.sc t_.:REALMM t_.:REALMT tm_.:1 tmptrnd_bs.sc:t.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                     -0.335                                              
temptrend_abs.sc:REALMTerrestrial                 0.027  0.639                                       
temptrend_abs.sc:tsign1                          -0.007  0.041      0.005                            
temptrend_abs.sc:tempave.sc                      -0.111  0.050      0.024     -0.107                 
temptrend_abs.sc:tempave_metab.sc                 0.066 -0.035     -0.081      0.036 -0.503          
temptrend_abs.sc:seas.sc                         -0.102  0.130     -0.222     -0.034  0.156          
temptrend_abs.sc:microclim.sc                     0.020  0.073     -0.048      0.027 -0.108          
temptrend_abs.sc:mass.sc                         -0.003  0.043      0.083      0.023 -0.073          
temptrend_abs.sc:speed.sc                        -0.032  0.003     -0.024     -0.010  0.106          
                                                 tm_.:_. tmptrnd_bs.sc:ss. tmptrnd_bs.sc:mc.
temptrend_abs.sc                                                                            
REALMMarine                                                                                 
REALMTerrestrial                                                                            
tsign1                                                                                      
tempave.sc                                                                                  
tempave_metab.sc                                                                            
seas.sc                                                                                     
microclim.sc                                                                                
mass.sc                                                                                     
speed.sc                                                                                    
lifespan.sc                                                                                 
consumerfrac.sc                                                                             
endothermfrac.sc                                                                            
nspp.sc                                                                                     
npp.sc                                                                                      
veg.sc                                                                                      
temptrend_abs.sc:REALMMarine                                                                
temptrend_abs.sc:REALMTerrestrial                                                           
temptrend_abs.sc:tsign1                                                                     
temptrend_abs.sc:tempave.sc                                                                 
temptrend_abs.sc:tempave_metab.sc                                                           
temptrend_abs.sc:seas.sc                          0.012                                     
temptrend_abs.sc:microclim.sc                     0.092   0.098                             
temptrend_abs.sc:mass.sc                         -0.471  -0.025            -0.024           
temptrend_abs.sc:speed.sc                        -0.253   0.062             0.033           
                                                 tmptrnd_bs.sc:ms. tmptrnd_bs.sc:sp. tmptrnd_bs.sc:l.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                         0.125                                              
                                                 tmptrnd_bs.sc:c. tmptrnd_bs.sc:nd. tmptrnd_bs.sc:ns.
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
                                                 t-1:_. ts1:_. tmptrnd_bs.sc:np. tmptrnd_bs.sc:v.
temptrend_abs.sc                                                                                 
REALMMarine                                                                                      
REALMTerrestrial                                                                                 
tsign1                                                                                           
tempave.sc                                                                                       
tempave_metab.sc                                                                                 
seas.sc                                                                                          
microclim.sc                                                                                     
mass.sc                                                                                          
speed.sc                                                                                         
lifespan.sc                                                                                      
consumerfrac.sc                                                                                  
endothermfrac.sc                                                                                 
nspp.sc                                                                                          
npp.sc                                                                                           
veg.sc                                                                                           
temptrend_abs.sc:REALMMarine                                                                     
temptrend_abs.sc:REALMTerrestrial                                                                
temptrend_abs.sc:tsign1                                                                          
temptrend_abs.sc:tempave.sc                                                                      
temptrend_abs.sc:tempave_metab.sc                                                                
temptrend_abs.sc:seas.sc                                                                         
temptrend_abs.sc:microclim.sc                                                                    
temptrend_abs.sc:mass.sc                                                                         
temptrend_abs.sc:speed.sc                                                                        
                                                 h_.:REALM2T h_.:REALM2M t_.:-1 t_.:1: t_.:_.:REALM2T
temptrend_abs.sc                                                                                     
REALMMarine                                                                                          
REALMTerrestrial                                                                                     
tsign1                                                                                               
tempave.sc                                                                                           
tempave_metab.sc                                                                                     
seas.sc                                                                                              
microclim.sc                                                                                         
mass.sc                                                                                              
speed.sc                                                                                             
lifespan.sc                                                                                          
consumerfrac.sc                                                                                      
endothermfrac.sc                                                                                     
nspp.sc                                                                                              
npp.sc                                                                                               
veg.sc                                                                                               
temptrend_abs.sc:REALMMarine                                                                         
temptrend_abs.sc:REALMTerrestrial                                                                    
temptrend_abs.sc:tsign1                                                                              
temptrend_abs.sc:tempave.sc                                                                          
temptrend_abs.sc:tempave_metab.sc                                                                    
temptrend_abs.sc:seas.sc                                                                             
temptrend_abs.sc:microclim.sc                                                                        
temptrend_abs.sc:mass.sc                                                                             
temptrend_abs.sc:speed.sc                                                                            
 [ reached getOption("max.print") -- omitted 14 rows ]

Standardized Within-Group Residuals:
        Min          Q1         Med          Q3         Max 
-5.79037325 -0.27332859 -0.02733247  0.28919907  5.91687491 

Number of Observations: 30392
Number of Groups: 
              STUDY_ID rarefyID %in% STUDY_ID 
                   190                  30392 

Plots from the full models

Plot the coefficients

Plot interactions (Jaccard turnover)

# set up the interactions to plot
ints <- data.frame(vars = c('tsign', 'tempave', 'tempave_metab', 'seas', 'microclim', 'mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'nspp', 'thermal_bias', 'npp', 'veg', 'human_bowler', 'human_bowler'),
           min = c(1, -10, 10, 0.1, 0, 0, 0, 0.3, 0, 0, 0.3, -10, 1.9, 0, 0, 0), 
           max = c(2, 30, 40, 16, 6, 8, 2, 2, 1, 1, 2.6, 10, 3.7, 1, 9, 9),
           log = c(F, F, F, F, F, T, T, T, F, F, T, F, T, F, F, F),
           len = c(2, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100),
           discrete = c(T, F, F, F, F, F, F, F, F, F, F, F, F, F, F, F),
           REALM = c(rep('Freshwater', 15), 'Marine'),
           REALM2 = c(rep('TerrFresh', 15), 'Marine'),
           stringsAsFactors = FALSE)
basetab <- data.frame(tempave.sc = 0, tempave_metab.sc = 0, 
                      seas.sc = 0, microclim.sc = 0, mass.sc = 0, 
                      speed.sc = 0, lifespan.sc = 0, endothermfrac.sc = 0, 
                      nspp.sc = 0, thermal_bias.sc = 0, npp.sc = 0, human_bowler.sc = 0, veg.sc = 0,
                      consumerfrac.sc = 0,
                      nyrBT = 20, STUDY_ID = 127L, rarefyID = '127_514668')

# make the data frames for each interaction to plot                
for(j in 1:nrow(ints)){
  # set up a grid of temperature trends and the interacting variable
  if(ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                  new = 10^seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  if(!ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                   new = seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  names(intvars) <- c('temptrend', ints$vars[j], 'var')
  thisdat <- expand.grid(intvars)
  
  # scale the interacting variable
  cent <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:center')
  scl <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:scale')
  if(!is.null(cent) & !is.null(scl)){
    if(ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (log(thisdat[[ints$var[j]]]) - cent)/scl
    if(!ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (thisdat[[ints$var[j]]] - cent)/scl
  }

  # merge with the rest of the columns
  if(ints$var[j] != 'tsign') colnamestouse <- setdiff(colnames(basetab), paste0(ints$var[j], '.sc'))
  if(ints$var[j] == 'tsign') colnamestouse <- setdiff(colnames(basetab), ints$var[j])
  thisdat <- cbind(thisdat, basetab[, colnamestouse])

  # add realm
  thisdat$REALM <- ints$REALM[j]
  thisdat$REALM2 <- ints$REALM2[j]
  
  # merge with the previous iterations
  if(j == 1) newdat <- thisdat
  if(j > 1){
    colstoadd <- setdiff(colnames(thisdat), colnames(newdat))
    for(toadd in colstoadd){
      newdat[[toadd]] <- NA
    }
    
    colstoadd2 <- setdiff(colnames(newdat), colnames(thisdat))
    for(toadd in colstoadd2){
      thisdat[[toadd]] <- NA
    }
    
    newdat <- rbind(newdat, thisdat)
  } 
}

# character so that new levels can be added
newdat$REALM <- as.character(newdat$REALM)
newdat$REALM2 <- as.character(newdat$REALM2)

# add extra rows so that all factor levels are represented (for predict.lme to work)
newdat <- rbind(newdat[1:4, ], newdat)
newdat$REALM[1:4] <- c('Marine', 'Marine', 'Terrestrial', 'Terrestrial')
newdat$REALM2[1:4] <- c('Marine', 'Marine', 'TerrFresh', 'TerrFresh')
newdat$temptrend[1:4] <- c(-1, 1, -1, 1)

# trim to at least some temperature change (so that tsign is -1 or 1)
newdat <- newdat[newdat$temptrend != 0,]

# scale the temperature vars
newdat$temptrend.sc <- newdat$temptrend/attr(trends$temptrend.sc, 'scaled:scale') 
newdat$temptrend_abs <- abs(newdat$temptrend)
newdat$temptrend_abs.sc <- (newdat$temptrend_abs)/attr(trends$temptrend_abs.sc, 'scaled:scale')
newdat$tsign <- factor(sign(newdat$temptrend))

# make predictions
newdat$preds <- predict(object = modTfull1, newdata = newdat, level = 0)

#remove the extra rows
newdat <- newdat[5:nrow(newdat), ]

# prep the plots
intplots <- vector('list', nrow(ints))
for(j in 1:length(intplots)){
  subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 # select warming side
  xvar <- 'temptrend_abs'
  title <- ints$vars[j]
  if(ints$vars[j] %in% c('tsign')){
    subs <- newdat$var == ints$vars[j]
  } 
  if(ints$vars[j] %in% c('thermal_bias')){
    subs <- newdat$var == ints$vars[j]
    xvar <- 'temptrend'
  } 
  if(ints$vars[j] %in% c('human_bowler')){
    subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 & newdat$REALM2 == ints$REALM2[j]
    title <- paste0('human:', ints$REALM2[j])
  } 

  thisplot <- ggplot(newdat[subs, ], 
                     aes_string(x = xvar, y = 'preds', 
                                group = ints$vars[j], 
                                color = ints$vars[j])) +
    geom_line() +
    coord_cartesian(ylim = c(0, 1)) +
    theme(plot.margin = unit(c(0.5,0,0.5,0), 'cm')) +
    labs(title = title)
  if(ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'log')
  }
  if(!ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'identity')
  }
  if(ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_brewer(palette = "Dark2")
  }
}

#grid.arrange(grobs = intplots, '+', theme(plot.margin = unit(c(0,0,0,0), 'cm'))), ncol=2)
#do.call('grid.arrange', c(intplots, ncol = 2))
grid.arrange(grobs = intplots, ncol = 3)

Positive thermal bias means that the species in the assemblage have warmer thermal niches than the environment (and vice versa).

Plot interactions (Jaccard turnover) without year 1

# set up the interactions to plot
ints <- data.frame(vars = c('tsign', 'tempave', 'tempave_metab', 'seas', 'microclim', 'mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'nspp', 'thermal_bias', 'npp', 'veg', 'human_bowler', 'human_bowler'),
           min = c(1, -10, 10, 0.1, 0, 0, 0, 0.3, 0, 0, 0.3, -10, 1.9, 0, 0, 0), 
           max = c(2, 30, 40, 16, 6, 8, 2, 2, 1, 1, 2.6, 10, 3.7, 1, 9, 9),
           log = c(F, F, F, F, F, T, T, T, F, F, T, F, T, F, F, F),
           len = c(2, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100),
           discrete = c(T, F, F, F, F, F, F, F, F, F, F, F, F, F, F, F),
           REALM = c(rep('Freshwater', 15), 'Marine'),
           REALM2 = c(rep('TerrFresh', 15), 'Marine'),
           stringsAsFactors = FALSE)
basetab <- data.frame(tempave.sc = 0, tempave_metab.sc = 0, 
                      seas.sc = 0, microclim.sc = 0, mass.sc = 0, 
                      speed.sc = 0, lifespan.sc = 0, endothermfrac.sc = 0, 
                      nspp.sc = 0, thermal_bias.sc = 0, npp.sc = 0, human_bowler.sc = 0, veg.sc = 0,
                      consumerfrac.sc = 0,
                      nyrBT = 20, STUDY_ID = 127L, rarefyID = '127_514668')

# make the data frames for each interaction to plot                
for(j in 1:nrow(ints)){
  # set up a grid of temperature trends and the interacting variable
  if(ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                  new = 10^seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  if(!ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                   new = seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  names(intvars) <- c('temptrend', ints$vars[j], 'var')
  thisdat <- expand.grid(intvars)
  
  # scale the interacting variable
  cent <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:center')
  scl <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:scale')
  if(!is.null(cent) & !is.null(scl)){
    if(ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (log(thisdat[[ints$var[j]]]) - cent)/scl
    if(!ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (thisdat[[ints$var[j]]] - cent)/scl
  }

  # merge with the rest of the columns
  if(ints$var[j] != 'tsign') colnamestouse <- setdiff(colnames(basetab), paste0(ints$var[j], '.sc'))
  if(ints$var[j] == 'tsign') colnamestouse <- setdiff(colnames(basetab), ints$var[j])
  thisdat <- cbind(thisdat, basetab[, colnamestouse])

  # add realm
  thisdat$REALM <- ints$REALM[j]
  thisdat$REALM2 <- ints$REALM2[j]
  
  # merge with the previous iterations
  if(j == 1) newdat <- thisdat
  if(j > 1){
    colstoadd <- setdiff(colnames(thisdat), colnames(newdat))
    for(toadd in colstoadd){
      newdat[[toadd]] <- NA
    }
    
    colstoadd2 <- setdiff(colnames(newdat), colnames(thisdat))
    for(toadd in colstoadd2){
      thisdat[[toadd]] <- NA
    }
    
    newdat <- rbind(newdat, thisdat)
  } 
}

# character so that new levels can be added
newdat$REALM <- as.character(newdat$REALM)
newdat$REALM2 <- as.character(newdat$REALM2)

# add extra rows so that all factor levels are represented (for predict.lme to work)
newdat <- rbind(newdat[1:4, ], newdat)
newdat$REALM[1:4] <- c('Marine', 'Marine', 'Terrestrial', 'Terrestrial')
newdat$REALM2[1:4] <- c('Marine', 'Marine', 'TerrFresh', 'TerrFresh')
newdat$temptrend[1:4] <- c(-1, 1, -1, 1)

# trim to at least some temperature change (so that tsign is -1 or 1)
newdat <- newdat[newdat$temptrend != 0,]

# scale the temperature vars
newdat$temptrend.sc <- newdat$temptrend/attr(trends$temptrend.sc, 'scaled:scale') 
newdat$temptrend_abs <- abs(newdat$temptrend)
newdat$temptrend_abs.sc <- (newdat$temptrend_abs)/attr(trends$temptrend_abs.sc, 'scaled:scale')
newdat$tsign <- factor(sign(newdat$temptrend))

# make predictions
newdat$preds <- predict(object = modTfullrem0, newdata = newdat, level = 0)

#remove the extra rows
newdat <- newdat[5:nrow(newdat), ]

# prep the plots
intplots <- vector('list', nrow(ints))
for(j in 1:length(intplots)){
  subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 # select warming side
  xvar <- 'temptrend_abs'
  title <- ints$vars[j]
  if(ints$vars[j] %in% c('tsign')){
    subs <- newdat$var == ints$vars[j]
  } 
  if(ints$vars[j] %in% c('thermal_bias')){
    subs <- newdat$var == ints$vars[j]
    xvar <- 'temptrend'
  } 
  if(ints$vars[j] %in% c('human_bowler')){
    subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 & newdat$REALM2 == ints$REALM2[j]
    title <- paste0('human:', ints$REALM2[j])
  } 

  thisplot <- ggplot(newdat[subs, ], 
                     aes_string(x = xvar, y = 'preds', 
                                group = ints$vars[j], 
                                color = ints$vars[j])) +
    geom_line() +
    coord_cartesian(ylim = c(-0.6, 0.6)) +
    theme(plot.margin = unit(c(0.5,0,0.5,0), 'cm')) +
    labs(title = title)
  if(ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'log')
  }
  if(!ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'identity')
  }
  if(ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_brewer(palette = "Dark2")
  }
}

#grid.arrange(grobs = intplots, '+', theme(plot.margin = unit(c(0,0,0,0), 'cm'))), ncol=2)
#do.call('grid.arrange', c(intplots, ncol = 2))
grid.arrange(grobs = intplots, ncol = 3)

Plot residuals against each predictor (Jaccard turnover)

resids <- resid(modTfull1)
preds <- getData(modTfull1)
col = '#00000033'
cex = 0.5
par(mfrow = c(5,4))
boxplot(resids ~ preds$REALM, cex = cex, col = col)
plot(preds$temptrend_abs.sc, resids, cex = cex, col = col)
plot(preds$tsign, resids, cex = cex, col = col)
plot(preds$tempave.sc, resids, cex = cex, col = col)
plot(preds$tempave_metab.sc, resids, cex = cex, col = col)
plot(preds$seas.sc, resids, cex = cex, col = col)
plot(preds$microclim.sc, resids, cex = cex, col = col)
plot(preds$mass.sc, resids, cex = cex, col = col)
plot(preds$speed.sc, resids, cex = cex, col = col)
plot(preds$lifespan.sc, resids, cex = cex, col = col)
plot(preds$consumerfrac.sc, resids, cex = cex, col = col)
plot(preds$endothermfrac.sc, resids, cex = cex, col = col)
plot(preds$nspp.sc, resids, cex = cex, col = col)
plot(preds$thermal_bias.sc, resids, cex = cex, col = col)
plot(preds$npp.sc, resids, cex = cex, col = col)
plot(preds$veg.sc, resids, cex = cex, col = col)
plot(preds$human_bowler.sc, resids, cex = cex, col = col)

Remove each term from the full model

Jaccard turnover

Jbeta and Horn models


if(file.exists('output/aics_from_full.csv')){
  aicsfromfull <- read.csv('output/aics_from_full.csv')
  
  if(all(c('dAIC_Jbeta', 'dAIC_Horn') %in% colnames(aicsfromfull))){
    runJbetaHorn <- FALSE
  } else {
    runJbetaHorn <- TRUE
  }
} else {
  runJbetaHorn <- TRUE
}

if(runJbetaHorn){
  i <- trends[, complete.cases(Jbetatrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                               temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                               consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
  i2 <- trends[, complete.cases(Horntrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                               temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                               consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
  
  randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
  varef <- varPower(-0.5, ~nyrBT)
  
  terms <- c('temptrend_abs.sc*REALM', 
             'temptrend_abs.sc*tsign',
             'temptrend_abs.sc*tempave.sc',
             'temptrend_abs.sc*tempave_metab.sc',
             'temptrend_abs.sc*seas.sc',
             'temptrend_abs.sc*microclim.sc',
             'temptrend_abs.sc*mass.sc',
             'temptrend_abs.sc*speed.sc', 
             'temptrend_abs.sc*lifespan.sc', 
             'temptrend_abs.sc*consumerfrac.sc',
             'temptrend_abs.sc*endothermfrac.sc',
             'temptrend_abs.sc*nspp.sc',
             'temptrend_abs.sc*thermal_bias.sc:tsign',
             'temptrend_abs.sc*npp.sc',
             'temptrend_abs.sc*veg.sc',
             'temptrend_abs.sc*human_bowler.sc:REALM2')
  
  modTJbetadrops <- vector('list', length(terms)+2)
  modTHorndrops <- vector('list', length(terms)+2)

  names(modTJbetadrops) <- c('full', '-temptrend_abs.sc', paste0('-', terms))
  names(modTHorndrops) <- c('full', '-temptrend_abs.sc', paste0('-', terms))
  
  # fit full model with ML for model comparison
  modTJbetadrops[[1]] <- lme(formula(paste0('Jbetatrend ~ ', paste(terms, collapse = ' + '))),
                        random = randef, weights = varef, data = trends[i,], method = 'ML')
  modTHorndrops[[1]] <- lme(formula(paste0('Horntrend ~ ', paste(terms, collapse = ' + '))),
                        random = randef, weights = varef, data = trends[i2,], method = 'ML')
  
  # w/out temptrend
  modTJbetadrops[[2]] <- lme(formula(paste0('Jbetatrend ~ ', paste(gsub('temptrend_abs.sc\\*', '', terms), collapse = ' + '))),
                        random = list(STUDY_ID = ~ 1, rarefyID = ~1), weights = varef, data = trends[i,], method = 'ML')
  modTHorndrops[[2]] <- lme(formula(paste0('Horntrend ~ ', paste(gsub('temptrend_abs.sc\\*', '', terms), collapse = ' + '))),
                        random = list(STUDY_ID = ~ 1, rarefyID = ~1), weights = varef, data = trends[i2,], method = 'ML')
  
  for(j in 1:length(terms)){
    print(j)
    modTJbetadrops[[j+2]] <- lme(formula(paste0('Jbetatrend ~ ', paste(terms[-j], collapse = ' + '))),
                                 random = randef, weights = varef, data = trends[i,], method = 'ML', 
                                 control = lmeContrl(returnObject = TRUE)) # return fitted object even if a convergence error
    modTHorndrops[[j+2]] <- lme(formula(paste0('Horntrend ~ ', paste(terms[-j], collapse = ' + '))),
                            random = randef, weights = varef, data = trends[i2,], method = 'ML')
  }
  
  aicsJbeta <- sapply(modTJbetadrops, AIC)
  aicsHorn <- sapply(modTHorndrops, AIC)

  if(exists('aicsfromfull')){
    aicsfromfull$dAIC_Jbeta <- aicsJbeta - aicsJbeta[1]
    aicsfromfull$dAIC_Horn <- aicsHorn - aicsHorn[1]
  } else {
    aicsfromfull <- data.frame(mod = names(aics), 
                               dAIC_Jbeta = aicsJbeta - aicsJbeta[1],
                               dAIC_Horn <- aicsHorn - aicsHorn[1])
  }
  
  write.csv(aicsfromfull, file = 'output/aics_from_full.csv', row.names = FALSE)
}

aicsfromfull

Plot deltaAICs for all 3 models

# transform for a plot
aicsfromfulllong <- reshape(aicsfromfull, direction = 'long',
                            varying = c('dAIC_Jtu', 'dAIC_Jbeta', 'dAIC_Horn'),
                            v.names = 'dAIC',
                            idvar = 'mod',
                            timevar = 'type',
                            times = c('Jtu', 'Jbeta', 'Horn'))

trans = function(x) sign(x)*sqrt(abs(x))
aicsfromfulllong$dAIC_tr <- trans(aicsfromfulllong$dAIC)

# plot
xlims <- range(aicsfromfulllong$dAIC_tr)
xticks <- c(-10, 0, 10, 100, 1000, 10000)
par(mai = c(0.5, 3, 0.1, 0.1))
with(aicsfromfulllong[aicsfromfulllong$type == 'Jtu',], plot(dAIC_tr, nrow(aicsfromfull):1, 
                                                           col = 'light grey', xlim = xlims, yaxt = 'n', ylab = '', xaxt = 'n'))
with(aicsfromfulllong[aicsfromfulllong$type == 'Jbeta',], points(dAIC_tr, nrow(aicsfromfull):1 - 0.1, col = 'dark grey'))
with(aicsfromfulllong[aicsfromfulllong$type == 'Horn',], points(dAIC_tr, nrow(aicsfromfull):1 - 0.2, col = 'black'))
axis(2, at = nrow(aicsfromfull):1, labels = aicsfromfull$mod, las = 1, cex.axis = 0.7)
axis(1, at = trans(xticks), labels = xticks, cex.axis = 0.5)
abline(v = 0, lty =2, col = 'grey')

Light grey is for Jaccard turnover, dark grey is for Jaccard total, black is for Morisita-Horn

Plot interaction coefficients from all full models

# fig.width = 3, fig.height = 5, out.height=2.5, out.width=3, fig.retina =3 for macbook screen
# double that for external monitor
coefs <- as.data.table(summary(modTfull1)$tTable)
coefs2 <- as.data.table(summary(modTfullJbeta)$tTable)
coefs3 <- as.data.table(summary(modTfullHorn)$tTable)
coefs4 <- as.data.table(summary(modTfullrem0)$tTable)
coefs5 <- as.data.table(summary(modTfullJbetarem0)$tTable)
coefs6 <- as.data.table(summary(modTfullHornrem0)$tTable)

coefs$mod <- 'Jtu'
coefs2$mod <- 'Jbeta'
coefs3$mod <- 'Horn'
coefs4$mod <- 'Jtu rem0'
coefs5$mod <- 'Jbeta rem0'
coefs6$mod <- 'Horn rem0'

coefs$var <- rownames(summary(modTfull1)$tTable)
coefs2$var <- rownames(summary(modTfullJbeta)$tTable)
coefs3$var <- rownames(summary(modTfullHorn)$tTable)
coefs4$var <- rownames(summary(modTfullrem0)$tTable)
coefs5$var <- rownames(summary(modTfullJbetarem0)$tTable)
coefs6$var <- rownames(summary(modTfullHornrem0)$tTable)

# extract temperature effects and bind model coefs together
cols <- c('var', 'Value', 'Std.Error', 'mod')

allcoefsfull <- rbind(coefs[grep('temptrend|REALM', var), ..cols], 
                      coefs2[grep('temptrend|REALM', var), ..cols], 
                      coefs3[grep('temptrend|REALM', var), ..cols],
                      coefs4[grep('temptrend|REALM', var), ..cols],
                      coefs5[grep('temptrend|REALM', var), ..cols],
                      coefs6[grep('temptrend|REALM', var), ..cols])
allcoefsfull$var[allcoefsfull$var == 'temptrend_abs.sc'] <- 'temptrend_abs.sc:REALMFreshwater'

# add average temperature effect (across realms) to realm-specific temperature effects
meantempeffect <- allcoefsfull[var == 'temptrend_abs.sc:REALMFreshwater', mean(Value), by = mod]$V1
allcoefsfull[var == 'temptrend_abs.sc:REALMMarine', Value := Value + meantempeffect]
allcoefsfull[var == 'temptrend_abs.sc:REALMTerrestrial', Value := Value + meantempeffect]

# remove non-temperature effects
allcoefsfull <- allcoefsfull[grepl(':', allcoefsfull$var) & grepl('temptrend', allcoefsfull$var), ]

# add info for plotting
allcoefsfull$lCI <- allcoefsfull$Value - allcoefsfull$Std.Error # lower confidence interval
allcoefsfull$uCI <- allcoefsfull$Value + allcoefsfull$Std.Error
nvar <- nrow(allcoefsfull)/3
allcoefsfull$y <- 1:nvar + rep(c(0, 0.1, 0.2), c(nvar, nvar, nvar)) # y-values

# clean up some variable names for nicer plotting
allcoefsfull$varname <- gsub('temptrend_abs.sc:|temptrend.sc:', '', allcoefsfull$var)
allcoefsfull$varname <- gsub('REALM|REALM2', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('.sc', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('_bowler', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('tsign1', 'warming', allcoefsfull$varname)
allcoefsfull$varname <- gsub('tsign-1', 'cooling', allcoefsfull$varname)

# set x-axes
xlims1 <- c(-0.01, 0.11) # for realms
xlims2 <- c(-0.05, 0.05) # for traits
xlims3 <- c(-0.01, 0.02) # for environment
xlims4 <- c(-0.016, 0.01) # for community
xlims5 <- c(-0.006, 0.005) # for human

ddg <- 0.5 # vertical dodge for each model

# choose which variables are in which graph
set1 <- c('Terrestrial', 'Marine', 'Freshwater')
set2 <- c('mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'tempave_metab')
set3 <- c('seas', 'microclim', 'tempave')
set4 <- c('npp', 'nspp', 'tsign-1:thermal_bias', 'tsign1:thermal_bias')
set5 <- c('human:TerrFresh', 'human:Marine')

p1 <- ggplot(subset(allcoefsfull, varname %in% set1), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Temperature change effect', x = '', tag = 'A') +
  scale_color_brewer(palette = 'Dark2') + 
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims1)

p2 <- ggplot(subset(allcoefsfull, varname %in% set2), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'B') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims2)

p3 <- ggplot(subset(allcoefsfull, varname %in% set3), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'C') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims3)

p4 <- ggplot(subset(allcoefsfull, varname %in% set4), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'D') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims4)

p5 <- ggplot(subset(allcoefsfull, varname %in% set5), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'E') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='bottom',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims5)

grid.arrange(p1, p2, p3, p4, p5, ncol = 2, layout_matrix = rbind(c(1,2), c(3,4), c(5, NA)))

NA
NA
---
title: 'Drivers of variation in the community response to temperature change across realms'
subtitle: '(using mixed effects models)'
output: 
    html_notebook: default
    #html_document: default
    github_document: default
---

Collaborators: Shane Blowes, Jon Chase, Helmut Hillebrand, Michael Burrows, Amanda Bates, Uli Brose, Benoit Gauzens, Laura Antao
Assistance: Katherine Lew, Josef Hauser

# Introduction
- Climate change is driving a widespread reorganization of ecological communities around the world (Parmsesan & Yohe 2003, Poloczanska et al. 2013),
- but the impacts of climate change vary substantially from one location to another and among taxa (Molinos et al. 2016 NCC, Antao et al. 2020 NEE).
- Community reorganization is substantially more common than an aggregate loss or gain of species (Dornelas et al. 2014 Science, Blowes et al. 2019 Science, Hillebrand et al. 2017 J Appl Ecol)
- There are many hypotheses for why some communities are more sensitive to warming than others, including differences in
  - metabolic rates (Dillon et al. 2010 Nature), 
  - thermal physiology (Deutsch et al. 2008 PNAS, Pinsky et al. 2019 Nature), 
  - microclimate availability (Burrows et al. 2019 NCC, Suggitt et al. 2018 NCC),
  - species mobility (Poloczanska et al. 2013 NCC, Burrows et al. 2011 Science, Sunday et al. 2012 NCC)
  - or generation time (Beaugrand et al. 2009 DSR II, Poloczanska et al. 2013 NCC),
  - consumers vs. producers (Petchey et al. 1999 Nature)
  - community composition (Stuart-Smith et al. 2015 Nature, Beaugrand et a. 2015 NCC, Trisos et al. 2020 Nature), 
  - ecosystem productivity (Thomas et al. 2017 GCB, Brett 1971 Am Zoo),
  - exposure to human impacts (White & Kerr 2006 Ecography)
  - and among realms (Antao et al. 2020 NEE).
- Scaling up from organismal effects to whole ecological communities is complex, and yet these scales are critical for ecosystem functioning and human well-being. 
- There is a need for a comprehensive test to understand where warming is driving and is likely to drive the most dramatic community turnover

# Methods
- BioTime dataset, gridded to 96 km2 hexagons, summarized as temporal turnover (Blowes)
  - Temporal slope of Jaccard turnover compared to the first year
  - Same for Jaccard total
  - and Morisita-Horn turnover
- Explanatory variables considered for differences in rate of turnover:
  - Temperature trend over the time-frame of each time-series (CRU TS 4.03 on land and in freshwater, ERSST v5 in the ocean)
  - Seasonality as a metric of thermal sensitivity (Deutsch et al. 2008 PNAS). Standard deviation of monthly temperatures.
  - Microclimates calculated from WorldClim and BioOracle (Laura Antao)
  - Average temperature
  - Body mass, collated from databases and literature searches
  - Metabolic temperature, from average temperature if ectotherms (Dillon et al. 2010 Nature, Antao et al. 2020 Nat E&E)
  - Mobility calculated from body mass and taxonomic group classifications of mobility mode (fly, run, swim, crawl, sessile). Fly/run/swim followed the allometric relationship in Hirt et al. 2017 Nat E&E. Crawl set at 0.1 km/hr, sessile set to 0 km/hr. Then calculated averaged within each assemblage.
  - Generation time calculated from body mass and endotherm vs. ectotherm classifications, following McCoy & Gillooly 2008 ELE. Averaged across species within each assemblage. 
  - Consumer vs. producer classification by species
  - Endotherm vs. ectotherm classification by species
  - Species richness, calculated as the number of species in the assemblage
  - Net primary productivity (NPP) from the merged land/ocean product produced by the [Ocean Productivity](http://www.science.oregonstate.edu/ocean.productivity/) group at Oregon State using methods from Zhao et al. 2005 and Behrenfeld & Falkowski 1997. 
  - Human impact calculated from Bowler et al. 2020 (also try data from Venter et al. 2016 and Halpern et al. 2008)
  - Thermal bias calculated from Species Temperature Indices (Mike Burrows)
  - Vegetation cover index, calculated from %tree cover and %non-tree veg cover (latter counted as 1/2), from vegetation continuous fields (Ruben Remelgado)
- Differences in temporal turnover (response variable) modeled with a linear mixed effects model (nlme package, lme() function). See below for details.

```{r setup}
library(data.table) # for handling large datasets
library(ggplot2) # for some plotting
library(nlme) # for ME models
library(maps) # for map
library(gridExtra) # to combine ggplots together
library(grid) # to combine ggplots together
library(RColorBrewer)

options(width=500) # turn off most text wrapping

# tell RStudio to use project root directory as the root for this notebook. Needed since we are storing code in a separate directory.
knitr::opts_knit$set(root.dir = rprojroot::find_rstudio_root_file()) 
```

```{r load data}
# Turnover and covariates assembled by turnover_vs_temperature_prep.Rmd
trends <- fread('output/turnover_w_covariates.csv.gz')

# set realm order
trends[, REALM := factor(REALM, levels = c('Freshwater', 'Marine', 'Terrestrial'), ordered = FALSE)]

# set up sign of temperature change
trends[, tsign := factor(sign(temptrend))]

# realm that combined Terrestrial and Freshwater, for interacting with human impact
trends[, REALM2 := REALM]
levels(trends$REALM2) = list(TerrFresh = "Freshwater", TerrFresh = "Terrestrial", Marine = "Marine")

# group Marine invertebrates/plants in with All
trends[, taxa_mod2 := taxa_mod]
trends[taxa_mod == 'Marine invertebrates/plants', taxa_mod2 := 'All']
```


### Log-transform some variables, then center and scale. 
``` {r center and scale}
trends[, tempave.sc := scale(tempave)]
trends[, tempave_metab.sc := scale(tempave_metab)]
trends[, seas.sc := scale(seas)]
trends[, microclim.sc := scale(log(microclim))]
trends[, temptrend.sc := scale(temptrend, center = FALSE)]
trends[, temptrend_abs.sc := scale(abs(temptrend), center = FALSE)] # do not center, so that 0 is still 0 temperature change
trends[, mass.sc := scale(log(mass_mean_weight))]
trends[, speed.sc := scale(log(speed_mean_weight+1))]
trends[, lifespan.sc := scale(log(lifespan_mean_weight))]
trends[, consumerfrac.sc := scale(consfrac)]
trends[, endothermfrac.sc := scale(endofrac)]
trends[, nspp.sc := scale(log(Nspp))]
trends[, thermal_bias.sc := scale(thermal_bias)]
trends[, npp.sc := scale(log(npp))]
trends[, veg.sc := scale(log(veg+1))]
trends[, human_bowler.sc := scale(log(human_bowler+1)), by = REALM2] # separate scaling by realm
trends[REALM2 == 'TerrFresh', human_footprint.sc := scale(log(human_venter+1))]
trends[REALM2 == 'Marine', human_footprint.sc := scale(log(human_halpern))]
```

### Examine how many data points are available
Just turnover
```{r sample size all}
cat('Overall # time-series: ', nrow(trends), '\n')
cat('# studies: ', trends[, length(unique(STUDY_ID))], '\n')
cat('Data points: ', trends[, sum(nyrBT)], '\n')
trends[, table(REALM)]
trends[, table(taxa_mod)]
trends[, table(taxa_mod, REALM)]
```

With all covariates (Bowler for human)
```{r sample size for Jaccard turnover}
# the cases we can compare
apply(trends[, .(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, temptrend.sc, mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)], MARGIN = 2, FUN = function(x) sum(!is.na(x)))
i <- trends[, complete.cases(Jtutrend, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, temptrend.sc, mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
cat('Overall # time-series: ', sum(i), '\n')
cat('# studies: ', trends[i, length(unique(STUDY_ID))], '\n')
cat('Data points: ', trends[i, sum(nyrBT)], '\n')
trends[i, table(REALM)]
trends[i, table(taxa_mod)]
trends[i, table(taxa_mod, REALM)]
```

### Choose the variance structure for mixed effects models
Try combinations of

- variance scaled to a power of the number of years in the community time-series
- variance scaled to a power of the abs temperature trend
- random intercept for taxa_mod
- random intercept for STUDY_ID
- random slope (abs temperature trend) for taxa_mod
- random slope (abs temperature trend) for STUDY_ID
- random intercept for rarefyID (for overdispersion)

And choose the one with lowest AIC (not run: takes a long time)
```{r choose variance structure for Jacard turnover, eval = FALSE}
# fit models for variance structure
fixed <- formula(Jtutrend ~ REALM + tempave_metab.sc + seas.sc + microclim.sc + npp.sc + temptrend_abs.sc +
                     mass.sc + speed.sc + lifespan.sc + consumerfrac.sc + thermal_bias.sc)
i <- trends[, complete.cases(Jtutrend, REALM, tempave_metab.sc, seas.sc, microclim.sc, npp.sc, temptrend_abs.sc,
                             mass.sc, speed.sc, lifespan.sc, consumerfrac.sc, thermal_bias.sc)]
mods <- vector('list', 0)
mods[[1]] <- gls(fixed, data = trends[i,])
mods[[2]] <- gls(fixed, data = trends[i,], weights = varPower(-0.5, ~nyrBT))
mods[[3]] <- gls(fixed, data = trends[i,], weights = varPower(0.5, ~ abs(temptrend)))

mods[[4]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, control = lmeControl(opt = "optim"))
mods[[5]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, control = lmeControl(opt = "optim"))
mods[[6]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID, control = lmeControl(opt = "optim"))
mods[[7]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, control = lmeControl(opt = "optim"))
mods[[8]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, control = lmeControl(opt = "optim"))

mods[[9]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | taxa_mod)
mods[[10]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | STUDY_ID)
mods[[11]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc | taxa_mod2/STUDY_ID, control = lmeControl(opt = "optim"))
mods[[12]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)) # includes overdispersion. new formula so that random slope is only for study level (not enough data to extend to rarefyID).
mods[[13]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)) # 30+ min to fit

mods[[14]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[15]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, weights = varPower(-0.5, ~nyrBT))
mods[[16]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[17]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, weights = varPower(-0.5, ~nyrBT))
mods[[18]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, weights = varPower(-0.5, ~nyrBT))
mods[[19]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|STUDY_ID, weights = varPower(-0.5, ~nyrBT))
mods[[20]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT))
mods[[21]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ 1), weights = varPower(-0.5, ~nyrBT))
mods[[22]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ 1, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT))
mods[[23]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc), weights = varPower(-0.5, ~nyrBT)) # singular precision warning with lmeControl(opt = 'optim') and convergence error without
mods[[24]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~nyrBT)) # singular precision warning with lmeControl(opt = 'optim') and convergence error without

mods[[25]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2, weights = varPower(-0.5, ~abs(temptrend)))
mods[[26]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[27]] <- lme(fixed, data = trends[i,], random = ~1|STUDY_ID/rarefyID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[28]] <- lme(fixed, data = trends[i,], random = ~1|taxa_mod2/STUDY_ID/rarefyID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[29]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)))
mods[[30]] <- lme(fixed, data = trends[i,], random = ~temptrend_abs.sc|taxa_mod2/STUDY_ID, weights = varPower(-0.5, ~abs(temptrend)), control = lmeControl(opt = "optim"))
mods[[31]] <- lme(fixed, data = trends[i,], random = list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~abs(temptrend)))
mods[[32]] <- lme(fixed, data = trends[i,], random = list(taxa_mod2 = ~ temptrend_abs.sc, STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1), weights = varPower(-0.5, ~abs(temptrend)), control = lmeControl(opt = "optim")) # singular precision warning

aics <- sapply(mods, AIC)
minaics <- aics - min(aics)
minaics
which.min(aics)
```
Chooses the random slopes (temptrend_abs) & intercepts for STUDY_ID, overdispersion, and variance scaled to number of years.
We haven't dealt with potential testing on the boundary issues here yet.

# Results
## Where do we have data?
```{r map}
world <- map_data('world')
ggplot(world, aes(x = long, y = lat, group = group)) +
    geom_polygon(fill = 'lightgray', color = 'white') +
    geom_point(data = trends, aes(rarefyID_x, rarefyID_y, group = REALM, color = REALM), size = 0.5, alpha = 0.4)  +
    scale_color_brewer(palette="Set1", name = 'Realm') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=16),
        axis.title=element_text(size=20)) +
  labs(x = 'Longitude (°)', y = 'Latitude (°)')
```

Mostly northern hemisphere, but spread all over. No so much in Africa or much of Asia.




Average rates of turnover (with year 1)
```{r rates of turnover}
trends[abs(temptrend) >= 0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # turnover per year for locations changing temperature
trends[abs(temptrend) < 0.1, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # not changing temperature
trends[temptrend >= 0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # warming
trends[temptrend <= -0.5, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # cooling

trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) < 35, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # tropics and sub-tropics
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 35 & abs(rarefyID_y) < 66.56339, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # temperate
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 66.56339, .(ave = mean(Jtutrend), sd = sd(Jtutrend)/sqrt(.N))] # arctic
```
Average rates of turnover (without year 1)
```{r rates of turnover rem0}
trends[abs(temptrend) >= 0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                                sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # turnover per year for locations changing temperature
trends[abs(temptrend) < 0.1, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                               sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # not changing temperature
trends[temptrend >= 0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                           sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # warming
trends[temptrend <= -0.5, .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
                            sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # cooling

trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) < 35, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # tropics and sub-tropics
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 35 & abs(rarefyID_y) < 66.56339, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # temperate
trends[abs(temptrend) >= 0.5 & abs(rarefyID_y) >= 66.56339, 
       .(ave = mean(Jtutrendrem0, na.rm=TRUE), 
         sd = sd(Jtutrendrem0, na.rm=TRUE)/sqrt(.N))] # arctic
```



## Temperature-only model (Jtutrend, Jbetatrend, Horntrend)
### With year 1
```{r LME temperature only}
i <- trends[, complete.cases(Jtutrend, REALM, temptrend)]

randef <- list(STUDY_ID = ~ abs(temptrend), rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modonlyTtrend.rds')){
  modonlyTtrend <- readRDS('temp/modonlyTtrend.rds')
} else {
  modonlyTtrend <- lme(Jtutrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i,], method = 'REML')
  saveRDS(modonlyTtrend, file = 'temp/modonlyTtrend.rds')
}

i2 <- trends[, complete.cases(Jbetatrend, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendJbeta.rds')){
  modonlyTtrendJbeta <- readRDS('temp/modonlyTtrendJbeta.rds')
} else {
  modonlyTtrendJbeta <- lme(Jbetatrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i2,], method = 'REML', 
                   control=lmeControl(msMaxIter = 100, maxIter = 100))
  saveRDS(modonlyTtrendJbeta, file = 'temp/modonlyTtrendJbeta.rds')
}

i3 <- trends[, complete.cases(Horntrend, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendHorn.rds')){
  modonlyTtrendHorn <- readRDS('temp/modonlyTtrendHorn.rds')
} else {
  modonlyTtrendHorn <- lme(Horntrend ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modonlyTtrendHorn, file = 'temp/modonlyTtrendHorn.rds')
}

summary(modonlyTtrend)
summary(modonlyTtrendJbeta)
summary(modonlyTtrendHorn)


```

### Without year 1
```{r LME temperature only rem0}
i4 <- trends[, complete.cases(Jtutrendrem0, REALM, temptrend)]

randef <- list(STUDY_ID = ~ abs(temptrend), rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modonlyTtrendrem0.rds')){
  modonlyTtrendrem0 <- readRDS('temp/modonlyTtrendrem0.rds')
} else {
  modonlyTtrendrem0 <- lme(Jtutrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i4,], method = 'REML')
  saveRDS(modonlyTtrendrem0, file = 'temp/modonlyTtrendrem0.rds')
}

i5 <- trends[, complete.cases(Jbetatrendrem0, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendJbetarem0.rds')){
  modonlyTtrendJbetarem0 <- readRDS('temp/modonlyTtrendJbetarem0.rds')
} else {
  modonlyTtrendJbetarem0 <- lme(Jbetatrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i5,], method = 'REML', 
                   control=lmeControl(msMaxIter = 100, maxIter = 100))
  saveRDS(modonlyTtrendJbetarem0, file = 'temp/modonlyTtrendJbetarem0.rds')
}

i6 <- trends[, complete.cases(Horntrendrem0, REALM, temptrend)]
if(file.exists('temp/modonlyTtrendHornrem0.rds')){
  modonlyTtrendHornrem0 <- readRDS('temp/modonlyTtrendHornrem0.rds')
} else {
  modonlyTtrendHornrem0 <- lme(Horntrendrem0 ~ abs(temptrend)*REALM,
                   random = randef, weights = varef, data = trends[i6,], method = 'REML')
  saveRDS(modonlyTtrendHornrem0, file = 'temp/modonlyTtrendHornrem0.rds')
}

summary(modonlyTtrendrem0)
summary(modonlyTtrendJbetarem0)
summary(modonlyTtrendHornrem0)


```

### Plot the temp-only coefficients
```{r modonlyTtrendsimp coefs}
colors <- brewer.pal(6, 'Dark2')

# make table of coefficients
coefs <- as.data.frame(summary(modonlyTtrend)$tTable)
coefs2 <- as.data.frame(summary(modonlyTtrendJbeta)$tTable)
coefs3 <- as.data.frame(summary(modonlyTtrendHorn)$tTable)
coefs4 <- as.data.frame(summary(modonlyTtrendrem0)$tTable)
coefs5 <- as.data.frame(summary(modonlyTtrendJbetarem0)$tTable)
coefs6 <- as.data.frame(summary(modonlyTtrendHornrem0)$tTable)
coefs$mod <- 'Jtu'
coefs2$mod <- 'Jbeta'
coefs3$mod <- 'Horn'
coefs4$mod <- 'Jturem0'
coefs5$mod <- 'Jbetarem0'
coefs6$mod <- 'Hornrem0'
rows1 <- which(grepl('temptrend', rownames(coefs))) # extract temperature effect
cols <- c('Value', 'Std.Error', 'mod')
allcoefs <- rbind(coefs[rows1, cols], coefs2[rows1, cols], coefs3[rows1, cols], 
                  coefs4[rows1, cols], coefs5[rows1, cols], coefs6[rows1, cols])
allcoefs$Value[grepl('REALMMarine', rownames(allcoefs))] <- 
  allcoefs$Value[grepl('REALMMarine', rownames(allcoefs))] + 
  allcoefs$Value[!grepl('REALM', rownames(allcoefs))] # add intercept to marine effects
allcoefs$Value[grepl('REALMTerrestrial', rownames(allcoefs))] <- 
  allcoefs$Value[grepl('REALMTerrestrial', rownames(allcoefs))] + 
  allcoefs$Value[!grepl('REALM', rownames(allcoefs))] # add intercept to terrestrial effects

allcoefs$lCI <- allcoefs$Value - allcoefs$Std.Error # lower confidence interval
allcoefs$uCI <- allcoefs$Value + allcoefs$Std.Error
allcoefs$y <- c(3, 2, 1) + rep(c(0, -0.1, -0.2, -0.3, -0.4, -0.5), c(3, 3, 3, 3, 3, 3)) # y-values
allcoefs$col <- c(rep(colors[1], 3), rep(colors[2], 3), rep(colors[3], 3), 
                  rep(colors[4], 3), rep(colors[5], 3), rep(colors[6], 3))
allcoefs$realm <- rep(c('Freshwater', 'Marine', 'Terrestrial'), 6)

par(las = 1, mai = c(0.8, 2, 0.1, 0.1))
plot(0,0, col = 'white', xlim=c(-0.1, 0.85), ylim = c(0.5,3), 
     yaxt='n', xlab = 'Turnover per |°C/yr|', ylab ='')
axis(2, at = 3:1, labels = c('Freshwater', 'Marine', 'Terrestrial'), cex.axis = 0.7)
abline(v = 0, col = 'grey')
for(i in 1:nrow(allcoefs)){
  with(allcoefs[i, ], points(Value, y, pch = 16, col = col))
  with(allcoefs[i, ], lines(x = c(lCI, uCI), y = c(y, y), col = col))
}
legend('bottomright', col = colors, lwd = 1, pch = 16, 
       legend = c('Jaccard turnover', 'Jaccard total', 'Horn-Morisita',
                  'Jaccard turnover rem0', 'Jaccard total rem0', 'Horn-Morisita rem0'))

```

### Nicer plots of turnover vs. temperature data and model fit
Scatterplot, violin plots, and coefficient plots all together
Off for now
```{r turnover vs. temperature big plot, fig.width=6, fig.height=4.5, eval=FALSE}
# on macbook: fig.width=3, fig.height=2.375, fig.retina=3, out.width=3, out.height=2.375
# on external monitor: fig.width=6, fig.height=4.5
trends[temptrend <= -0.5, temptrendtext := 'Cooling']
trends[abs(temptrend) <= 0.1, temptrendtext := 'Stable']
trends[temptrend >= 0.5, temptrendtext := 'Warming']

trends[abs(rarefyID_y) < 35, latzone := 'Subtropics']
trends[abs(rarefyID_y) >= 35 & abs(rarefyID_x) < 66.56339, latzone := 'Temperate'] 
trends[abs(rarefyID_y) >= 66.56339, latzone := 'Polar']
trends[, latzone := factor(latzone, levels = c('Subtropics', 'Temperate', 'Polar'))]

p1 <- ggplot(trends, aes(temptrend, Jtutrend, color = REALM, fill = REALM, size = nyrBT)) +
  geom_point(na.rm = TRUE, shape = 16, alpha = 0.1) + 
  geom_smooth(data=subset(trends, abs(temptrend) < 0.75), method = 'gam', formula = y ~ s(x, bs = "cs"), 
              na.rm = TRUE) +
  scale_color_brewer(palette="Set1", name = 'Realm') + 
  scale_fill_brewer(palette="Set1", name = 'Realm') + 
  labs(x = 'Temperature trend (°C/yr)', y = 'Jaccard turnover', tag = 'A') +
  scale_size_continuous(range = c(1, 8), breaks = c(2, 5, 20)) +
  guides(size = guide_legend(title = 'Years',
                             override.aes = list(linetype=0, fill = NA, alpha = 1))) +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        legend.key.size = unit(0.5,"line"), 
        axis.text=element_text(size=8),
        axis.title=element_text(size=10))

p2 <- ggplot(trends[!is.na(temptrendtext), ], aes(temptrendtext, Jtutrend)) +
  geom_violin(draw_quantiles = c(0.25, 0.5, 0.75), fill = 'grey') +
  labs(x = '', y = 'Jaccard turnover', tag = 'B') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=8),
        axis.title=element_text(size=10))

p3 <- ggplot(trends[abs(temptrend) >= 0.5 & !is.na(latzone), ], aes(latzone, Jtutrend)) +
  geom_violin(draw_quantiles = c(0.25, 0.5, 0.75), fill = 'grey') + 
  labs(x = '', y = '', tag = 'C') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.key=element_blank(),
        axis.text=element_text(size=7),
        axis.title=element_text(size=10))

p4 <- ggplot(allcoefs, aes(Value, y, group = mod, color = mod)) +
  geom_errorbarh(aes(xmin = lCI, xmax = uCI, height = 0)) + 
  geom_point() + 
  labs(x = expression(atop('Temperature change effect', '(Turnover '~degree*'C'^'-1'*')')), y = '', tag = 'D') +
  scale_color_grey() + 
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_cartesian(xlim =c(0, 1)) +
  scale_y_continuous(name = '', breaks = c(1, 2, 3), labels = c('Terrestrial', 'Marine', 'Freshwater'))

grid.arrange(p1, p2, p3, p4, ncol = 3, layout_matrix = rbind(c(1,1,1), c(2,3,4)),
             heights=c(unit(0.66, "npc"), unit(0.34, "npc")))
```

## Full models
Try static covariates plus interactions of abs temperature trend with each covariate:

- realm
- speed
- mass
- lifespan
- average metabolic temperature
- consumer fraction
- endotherm fraction
- environmental temperature
- seasonality
- microclimates
- thermal bias
- NPP
- vegetation
- human footprint

Except for thermal bias: interact with temperature trend (not abs)

### Fit full models
#### Full model for Jaccard turnover
Try Bowler or Venter/Halpern human impact
```{r LME Jacard turnover temperature full}
# using Bowler for human impact
i <- trends[, complete.cases(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfull1.rds')){
  modTfull1 <- readRDS('temp/modTfull1.rds')
} else {
  modTfull1 <- lme(Jtutrend ~ temptrend_abs.sc*REALM +
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_bowler.sc:REALM2,
                   random = randef, weights = varef, data = trends[i,], method = 'REML')
  saveRDS(modTfull1, file = 'temp/modTfull1.rds')
}

# using Venter/Halpern for human impact
i1.2 <- trends[, complete.cases(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_footprint.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfullfootprint.rds')){
  modTfullfootprint <- readRDS('temp/modTfullfootprint.rds')
} else {
  modTfullfootprint <- lme(Jtutrend ~ temptrend_abs.sc*REALM + 
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_footprint.sc:REALM2,
                   random = randef, weights = varef, data = trends[i1.2,], method = 'REML')
  saveRDS(modTfullfootprint, file = 'temp/modTfullfootprint.rds')
}

summary(modTfull1)
summary(modTfullfootprint)


```

#### Full model for Jaccard turnover, removing year 1
Try Bowler or Venter/Halpern human impact
```{r LME Jacard turnover temperature full rem0}
# using Bowler for human impact
i1 <- trends[, complete.cases(Jtutrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfullrem0.rds')){
  modTfullrem0 <- readRDS('temp/modTfullrem0.rds')
} else {
  modTfullrem0 <- lme(Jtutrendrem0 ~ temptrend_abs.sc*REALM +
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_bowler.sc:REALM2,
                   random = randef, weights = varef, data = trends[i1,], method = 'REML')
  saveRDS(modTfullrem0, file = 'temp/modTfullrem0.rds')
}

# using Venter/Halpern for human impact
i2 <- trends[, complete.cases(Jtutrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_footprint.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

if(file.exists('temp/modTfullfootprintrem0.rds')){
  modTfullfootprintrem0 <- readRDS('temp/modTfullfootprintrem0.rds')
} else {
  modTfullfootprintrem0 <- lme(Jtutrendrem0 ~ temptrend_abs.sc*REALM + 
                     temptrend_abs.sc*tsign + 
                     temptrend_abs.sc*tempave.sc +
                     temptrend_abs.sc*tempave_metab.sc + 
                     temptrend_abs.sc*seas.sc + 
                     temptrend_abs.sc*microclim.sc + 
                     temptrend_abs.sc*mass.sc + 
                     temptrend_abs.sc*speed.sc + 
                     temptrend_abs.sc*lifespan.sc + 
                     temptrend_abs.sc*consumerfrac.sc +
                     temptrend_abs.sc*endothermfrac.sc +
                     temptrend_abs.sc*nspp.sc +
                     temptrend_abs.sc*thermal_bias.sc:tsign +
                     temptrend_abs.sc*npp.sc +
                     temptrend_abs.sc*veg.sc +
                     temptrend_abs.sc*human_footprint.sc:REALM2,
                   random = randef, weights = varef, data = trends[i2,], method = 'REML')
  saveRDS(modTfullfootprintrem0, file = 'temp/modTfullfootprintrem0.rds')
}

summary(modTfullrem0)
summary(modTfullfootprintrem0)


```

#### Full models for total and HM
```{r LME Jacard total and MH models, fig.width=10, fig.height=8}
i2 <- trends[, complete.cases(Jbetatrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
i3 <- trends[, complete.cases(Horntrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

# full models
if(file.exists('temp/modTfullJbeta.rds')){
  modTfullJbeta <- readRDS('temp/modTfullJbeta.rds')
} else {
  modTfullJbeta <- lme(Jbetatrend ~ temptrend_abs.sc*REALM + 
                         temptrend_abs.sc*tsign +
                         temptrend_abs.sc*tempave.sc +
                         temptrend_abs.sc*tempave_metab.sc + 
                         temptrend_abs.sc*seas.sc + 
                         temptrend_abs.sc*microclim.sc + 
                         temptrend_abs.sc*mass.sc + 
                         temptrend_abs.sc*speed.sc + 
                         temptrend_abs.sc*lifespan.sc + 
                         temptrend_abs.sc*consumerfrac.sc +
                         temptrend_abs.sc*endothermfrac.sc +
                         temptrend_abs.sc*nspp.sc +
                         temptrend_abs.sc*thermal_bias.sc:tsign +
                         temptrend_abs.sc*npp.sc +
                         temptrend_abs.sc*veg.sc +
                         temptrend_abs.sc*human_bowler.sc:REALM2,
                       random = randef, weights = varef, data = trends[i2,], method = 'REML')
  saveRDS(modTfullJbeta, file = 'temp/modTfullJbeta.rds')
}

if(file.exists('temp/modTfullHorn.rds')){
  modTfullHorn <- readRDS('temp/modTfullHorn.rds')
} else {
  modTfullHorn <- lme(Horntrend ~ temptrend_abs.sc*REALM + 
                        temptrend_abs.sc*tsign +
                        temptrend_abs.sc*tempave.sc +
                        temptrend_abs.sc*tempave_metab.sc + 
                        temptrend_abs.sc*seas.sc + 
                        temptrend_abs.sc*microclim.sc + 
                        temptrend_abs.sc*mass.sc + 
                        temptrend_abs.sc*speed.sc + 
                        temptrend_abs.sc*lifespan.sc + 
                        temptrend_abs.sc*consumerfrac.sc +
                        temptrend_abs.sc*endothermfrac.sc +
                        temptrend_abs.sc*nspp.sc +
                        temptrend_abs.sc*thermal_bias.sc:tsign +
                        temptrend_abs.sc*npp.sc +
                        temptrend_abs.sc*veg.sc +
                        temptrend_abs.sc*human_bowler.sc:REALM2,
                      random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modTfullHorn, file = 'temp/modTfullHorn.rds')
}

summary(modTfullJbeta)
summary(modTfullHorn)
```

#### Full models for total and HM (remove year 1)
```{r LME Jacard total and MH models rem0, fig.width=10, fig.height=8}
i2 <- trends[, complete.cases(Jbetatrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_bowler.sc)]
i3 <- trends[, complete.cases(Horntrendrem0, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                             temptrend.sc, temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                             consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, 
                             veg.sc, human_bowler.sc)]

randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
varef <- varPower(-0.5, ~nyrBT)

# full models
if(file.exists('temp/modTfullJbetarem0.rds')){
  modTfullJbetarem0 <- readRDS('temp/modTfullJbetarem0.rds')
} else {
  modTfullJbetarem0 <- lme(Jbetatrendrem0 ~ temptrend_abs.sc*REALM + 
                         temptrend_abs.sc*tsign +
                         temptrend_abs.sc*tempave.sc +
                         temptrend_abs.sc*tempave_metab.sc + 
                         temptrend_abs.sc*seas.sc + 
                         temptrend_abs.sc*microclim.sc + 
                         temptrend_abs.sc*mass.sc + 
                         temptrend_abs.sc*speed.sc + 
                         temptrend_abs.sc*lifespan.sc + 
                         temptrend_abs.sc*consumerfrac.sc +
                         temptrend_abs.sc*endothermfrac.sc +
                         temptrend_abs.sc*nspp.sc +
                         temptrend_abs.sc*thermal_bias.sc:tsign +
                         temptrend_abs.sc*npp.sc +
                         temptrend_abs.sc*veg.sc +
                         temptrend_abs.sc*human_bowler.sc:REALM2,
                       random = randef, weights = varef, data = trends[i2,], method = 'REML')
  saveRDS(modTfullJbetarem0, file = 'temp/modTfullJbetarem0.rds')
}

if(file.exists('temp/modTfullHornrem0.rds')){
  modTfullHornrem0 <- readRDS('temp/modTfullHornrem0.rds')
} else {
  modTfullHornrem0 <- lme(Horntrendrem0 ~ temptrend_abs.sc*REALM + 
                        temptrend_abs.sc*tsign +
                        temptrend_abs.sc*tempave.sc +
                        temptrend_abs.sc*tempave_metab.sc + 
                        temptrend_abs.sc*seas.sc + 
                        temptrend_abs.sc*microclim.sc + 
                        temptrend_abs.sc*mass.sc + 
                        temptrend_abs.sc*speed.sc + 
                        temptrend_abs.sc*lifespan.sc + 
                        temptrend_abs.sc*consumerfrac.sc +
                        temptrend_abs.sc*endothermfrac.sc +
                        temptrend_abs.sc*nspp.sc +
                        temptrend_abs.sc*thermal_bias.sc:tsign +
                        temptrend_abs.sc*npp.sc +
                        temptrend_abs.sc*veg.sc +
                        temptrend_abs.sc*human_bowler.sc:REALM2,
                      random = randef, weights = varef, data = trends[i3,], method = 'REML')
  saveRDS(modTfullHornrem0, file = 'temp/modTfullHornrem0.rds')
}

summary(modTfullJbetarem0)
summary(modTfullHornrem0)
```

### Plots from the full models
#### Plot the coefficients
```{r plot fullTmod1, fig.height=12, fig.width=7}

coefs <- summary(modTfull1)$tTable
coefs2 <- summary(modTfullfootprint)$tTable
coefs3 <- summary(modTfullJbeta)$tTable
coefs4 <- summary(modTfullHorn)$tTable
coefs5 <- summary(modTfullrem0)$tTable
coefs6 <- summary(modTfullJbetarem0)$tTable
coefs7 <- summary(modTfullHornrem0)$tTable

varstoplot <- unique(c(rownames(coefs), rownames(coefs2), rownames(coefs3), rownames(coefs4),
                       rownames(coefs5), rownames(coefs6), rownames(coefs7)))
varstoplot <- varstoplot[which(!grepl('Intercept', varstoplot) | grepl(':', varstoplot))] # vars to plot

rows1_1 <- which(rownames(coefs) %in% varstoplot) # rows in coefs
rows1_2 <- which(rownames(coefs2) %in% varstoplot)
rows1_3 <- which(rownames(coefs3) %in% varstoplot)
rows1_4 <- which(rownames(coefs4) %in% varstoplot)
rows1_5 <- which(rownames(coefs5) %in% varstoplot)
rows1_6 <- which(rownames(coefs6) %in% varstoplot)
rows1_7 <- which(rownames(coefs7) %in% varstoplot)
xlims <- range(c(coefs[rows1_1,1] - coefs[rows1_1,2], coefs[rows1_1,1] + coefs[rows1_1,2], 
                  coefs2[rows1_2,1] - coefs2[rows1_2,2], coefs2[rows1_2,1] + coefs2[rows1_2,2], 
                  coefs3[rows1_3,1] - coefs3[rows1_3,2], coefs3[rows1_3,1] + coefs3[rows1_3,2],
                  coefs4[rows1_4,1] - coefs4[rows1_4,2], coefs4[rows1_4,1] + coefs4[rows1_4,2],
                  coefs5[rows1_5,1] - coefs5[rows1_5,2], coefs5[rows1_5,1] + coefs5[rows1_5,2], 
                  coefs6[rows1_6,1] - coefs6[rows1_6,2], coefs6[rows1_6,1] + coefs6[rows1_6,2],
                  coefs7[rows1_7,1] - coefs7[rows1_7,2], coefs7[rows1_7,1] + coefs7[rows1_7,2]))


cols <- brewer.pal(7, 'Dark2') # for Jtu Bowler, Jtu footprint, Jbeta and Horn models, Jtu rem0, Jbeta rem0, Horn rem0
pchs <- c(16, 15, 16, 16, 16, 16, 16)
offs <- c(0.3, 0.2, 0.1, 0, -0.1, -0.2, -0.3) # offset vertically for each model



par(las = 1, mai = c(0.5, 4, 0.1, 0.1))

plot(0,0, col = 'white', xlim = xlims, ylim = c(1,length(varstoplot)), yaxt='n', xlab = '', ylab ='')
axis(2, at = length(varstoplot):1, labels = varstoplot, cex.axis = 0.7)
abline(v = 0, col = 'grey', lty = 2)
abline(h = 1:length(varstoplot), col = 'grey', lty = 3)
for(i in 1:length(varstoplot)){
  if(varstoplot[i] %in% rownames(coefs)){
    x = coefs[rownames(coefs) == varstoplot[i], 1]
    se = coefs[rownames(coefs) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[1], pch = pchs[1], col = cols[1])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[1], length(varstoplot) + 1 - i + offs[1]), col = cols[1])
  }
  if(varstoplot[i] %in% rownames(coefs2)){
    x = coefs2[rownames(coefs2) == varstoplot[i], 1]
    se = coefs2[rownames(coefs2) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[2], pch = pchs[2], col = cols[2])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[2], length(varstoplot) + 1 - i + offs[2]), col = cols[2])
  }
  if(varstoplot[i] %in% rownames(coefs3)){
    x = coefs3[rownames(coefs3) == varstoplot[i], 1]
    se = coefs3[rownames(coefs3) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[3], pch = pchs[3], col = cols[3])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[3], length(varstoplot) + 1 - i + offs[3]), col = cols[3])
  }
  if(varstoplot[i] %in% rownames(coefs4)){
    x = coefs4[rownames(coefs4) == varstoplot[i], 1]
    se = coefs4[rownames(coefs4) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[4], pch = pchs[4], col = cols[4])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[4], length(varstoplot) + 1 - i + offs[4]), col = cols[4])
  }
  if(varstoplot[i] %in% rownames(coefs5)){
    x = coefs5[rownames(coefs5) == varstoplot[i], 1]
    se = coefs5[rownames(coefs5) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[5], pch = pchs[5], col = cols[5])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[5], length(varstoplot) + 1 - i + offs[5]), col = cols[5])
  }
  if(varstoplot[i] %in% rownames(coefs6)){
    x = coefs6[rownames(coefs6) == varstoplot[i], 1]
    se = coefs6[rownames(coefs6) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[6], pch = pchs[6], col = cols[6])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[6], length(varstoplot) + 1 - i + offs[6]), col = cols[6])
  }
  if(varstoplot[i] %in% rownames(coefs7)){
    x = coefs7[rownames(coefs7) == varstoplot[i], 1]
    se = coefs7[rownames(coefs7) == varstoplot[i], 2]
    points(x, length(varstoplot) + 1 - i + offs[7], pch = pchs[7], col = cols[7])
    lines(x = c(x-se, x+se), y = c(length(varstoplot) + 1 - i + offs[7], length(varstoplot) + 1 - i + offs[7]), col = cols[7])
  }
}
legend('topleft', col = cols, pch = 16, lwd = 1, legend = c('Jtu', 'Jtu footprint', 'Jbeta', 'Horn', 'Jtu rem0', 'Jbeta rem0', 'Horn rem0'))
```




#### Plot interactions (Jaccard turnover)
```{r interaction plots modTfull1, fig.height = 13, fig.width = 9}
# set up the interactions to plot
ints <- data.frame(vars = c('tsign', 'tempave', 'tempave_metab', 'seas', 'microclim', 'mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'nspp', 'thermal_bias', 'npp', 'veg', 'human_bowler', 'human_bowler'),
           min = c(1, -10, 10, 0.1, 0, 0, 0, 0.3, 0, 0, 0.3, -10, 1.9, 0, 0, 0), 
           max = c(2, 30, 40, 16, 6, 8, 2, 2, 1, 1, 2.6, 10, 3.7, 1, 9, 9),
           log = c(F, F, F, F, F, T, T, T, F, F, T, F, T, F, F, F),
           len = c(2, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100),
           discrete = c(T, F, F, F, F, F, F, F, F, F, F, F, F, F, F, F),
           REALM = c(rep('Freshwater', 15), 'Marine'),
           REALM2 = c(rep('TerrFresh', 15), 'Marine'),
           stringsAsFactors = FALSE)
basetab <- data.frame(tempave.sc = 0, tempave_metab.sc = 0, 
                      seas.sc = 0, microclim.sc = 0, mass.sc = 0, 
                      speed.sc = 0, lifespan.sc = 0, endothermfrac.sc = 0, 
                      nspp.sc = 0, thermal_bias.sc = 0, npp.sc = 0, human_bowler.sc = 0, veg.sc = 0,
                      consumerfrac.sc = 0,
                      nyrBT = 20, STUDY_ID = 127L, rarefyID = '127_514668')

# make the data frames for each interaction to plot                
for(j in 1:nrow(ints)){
  # set up a grid of temperature trends and the interacting variable
  if(ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                  new = 10^seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  if(!ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                   new = seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  names(intvars) <- c('temptrend', ints$vars[j], 'var')
  thisdat <- expand.grid(intvars)
  
  # scale the interacting variable
  cent <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:center')
  scl <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:scale')
  if(!is.null(cent) & !is.null(scl)){
    if(ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (log(thisdat[[ints$var[j]]]) - cent)/scl
    if(!ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (thisdat[[ints$var[j]]] - cent)/scl
  }

  # merge with the rest of the columns
  if(ints$var[j] != 'tsign') colnamestouse <- setdiff(colnames(basetab), paste0(ints$var[j], '.sc'))
  if(ints$var[j] == 'tsign') colnamestouse <- setdiff(colnames(basetab), ints$var[j])
  thisdat <- cbind(thisdat, basetab[, colnamestouse])

  # add realm
  thisdat$REALM <- ints$REALM[j]
  thisdat$REALM2 <- ints$REALM2[j]
  
  # merge with the previous iterations
  if(j == 1) newdat <- thisdat
  if(j > 1){
    colstoadd <- setdiff(colnames(thisdat), colnames(newdat))
    for(toadd in colstoadd){
      newdat[[toadd]] <- NA
    }
    
    colstoadd2 <- setdiff(colnames(newdat), colnames(thisdat))
    for(toadd in colstoadd2){
      thisdat[[toadd]] <- NA
    }
    
    newdat <- rbind(newdat, thisdat)
  } 
}

# character so that new levels can be added
newdat$REALM <- as.character(newdat$REALM)
newdat$REALM2 <- as.character(newdat$REALM2)

# add extra rows so that all factor levels are represented (for predict.lme to work)
newdat <- rbind(newdat[1:4, ], newdat)
newdat$REALM[1:4] <- c('Marine', 'Marine', 'Terrestrial', 'Terrestrial')
newdat$REALM2[1:4] <- c('Marine', 'Marine', 'TerrFresh', 'TerrFresh')
newdat$temptrend[1:4] <- c(-1, 1, -1, 1)

# trim to at least some temperature change (so that tsign is -1 or 1)
newdat <- newdat[newdat$temptrend != 0,]

# scale the temperature vars
newdat$temptrend.sc <- newdat$temptrend/attr(trends$temptrend.sc, 'scaled:scale') 
newdat$temptrend_abs <- abs(newdat$temptrend)
newdat$temptrend_abs.sc <- (newdat$temptrend_abs)/attr(trends$temptrend_abs.sc, 'scaled:scale')
newdat$tsign <- factor(sign(newdat$temptrend))

# make predictions
newdat$preds <- predict(object = modTfull1, newdata = newdat, level = 0)

#remove the extra rows
newdat <- newdat[5:nrow(newdat), ]

# prep the plots
intplots <- vector('list', nrow(ints))
for(j in 1:length(intplots)){
  subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 # select warming side
  xvar <- 'temptrend_abs'
  title <- ints$vars[j]
  if(ints$vars[j] %in% c('tsign')){
    subs <- newdat$var == ints$vars[j]
  } 
  if(ints$vars[j] %in% c('thermal_bias')){
    subs <- newdat$var == ints$vars[j]
    xvar <- 'temptrend'
  } 
  if(ints$vars[j] %in% c('human_bowler')){
    subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 & newdat$REALM2 == ints$REALM2[j]
    title <- paste0('human:', ints$REALM2[j])
  } 

  thisplot <- ggplot(newdat[subs, ], 
                     aes_string(x = xvar, y = 'preds', 
                                group = ints$vars[j], 
                                color = ints$vars[j])) +
    geom_line() +
    coord_cartesian(ylim = c(0, 1)) +
    theme(plot.margin = unit(c(0.5,0,0.5,0), 'cm')) +
    labs(title = title)
  if(ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'log')
  }
  if(!ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'identity')
  }
  if(ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_brewer(palette = "Dark2")
  }
}

#grid.arrange(grobs = intplots, '+', theme(plot.margin = unit(c(0,0,0,0), 'cm'))), ncol=2)
#do.call('grid.arrange', c(intplots, ncol = 2))
grid.arrange(grobs = intplots, ncol = 3)

```
Positive thermal bias means that the species in the assemblage have warmer thermal niches than the environment (and vice versa). 


#### Plot interactions (Jaccard turnover) without year 1
```{r interaction plots modTfullrem0, fig.height = 13, fig.width = 9}
# set up the interactions to plot
ints <- data.frame(vars = c('tsign', 'tempave', 'tempave_metab', 'seas', 'microclim', 'mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'nspp', 'thermal_bias', 'npp', 'veg', 'human_bowler', 'human_bowler'),
           min = c(1, -10, 10, 0.1, 0, 0, 0, 0.3, 0, 0, 0.3, -10, 1.9, 0, 0, 0), 
           max = c(2, 30, 40, 16, 6, 8, 2, 2, 1, 1, 2.6, 10, 3.7, 1, 9, 9),
           log = c(F, F, F, F, F, T, T, T, F, F, T, F, T, F, F, F),
           len = c(2, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100, 100),
           discrete = c(T, F, F, F, F, F, F, F, F, F, F, F, F, F, F, F),
           REALM = c(rep('Freshwater', 15), 'Marine'),
           REALM2 = c(rep('TerrFresh', 15), 'Marine'),
           stringsAsFactors = FALSE)
basetab <- data.frame(tempave.sc = 0, tempave_metab.sc = 0, 
                      seas.sc = 0, microclim.sc = 0, mass.sc = 0, 
                      speed.sc = 0, lifespan.sc = 0, endothermfrac.sc = 0, 
                      nspp.sc = 0, thermal_bias.sc = 0, npp.sc = 0, human_bowler.sc = 0, veg.sc = 0,
                      consumerfrac.sc = 0,
                      nyrBT = 20, STUDY_ID = 127L, rarefyID = '127_514668')

# make the data frames for each interaction to plot                
for(j in 1:nrow(ints)){
  # set up a grid of temperature trends and the interacting variable
  if(ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                  new = 10^seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  if(!ints$log[j]) intvars <- list(temptrend = seq(-1.5, 1.5, length.out = 100), 
                                   new = seq(ints$min[j], ints$max[j], length.out = ints$len[j]),
                                   var = ints$vars[j])
  names(intvars) <- c('temptrend', ints$vars[j], 'var')
  thisdat <- expand.grid(intvars)
  
  # scale the interacting variable
  cent <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:center')
  scl <- attr(trends[[paste0(ints$var[j], '.sc')]], 'scaled:scale')
  if(!is.null(cent) & !is.null(scl)){
    if(ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (log(thisdat[[ints$var[j]]]) - cent)/scl
    if(!ints$log[j]) thisdat[[paste0(ints$var[j], '.sc')]] <- (thisdat[[ints$var[j]]] - cent)/scl
  }

  # merge with the rest of the columns
  if(ints$var[j] != 'tsign') colnamestouse <- setdiff(colnames(basetab), paste0(ints$var[j], '.sc'))
  if(ints$var[j] == 'tsign') colnamestouse <- setdiff(colnames(basetab), ints$var[j])
  thisdat <- cbind(thisdat, basetab[, colnamestouse])

  # add realm
  thisdat$REALM <- ints$REALM[j]
  thisdat$REALM2 <- ints$REALM2[j]
  
  # merge with the previous iterations
  if(j == 1) newdat <- thisdat
  if(j > 1){
    colstoadd <- setdiff(colnames(thisdat), colnames(newdat))
    for(toadd in colstoadd){
      newdat[[toadd]] <- NA
    }
    
    colstoadd2 <- setdiff(colnames(newdat), colnames(thisdat))
    for(toadd in colstoadd2){
      thisdat[[toadd]] <- NA
    }
    
    newdat <- rbind(newdat, thisdat)
  } 
}

# character so that new levels can be added
newdat$REALM <- as.character(newdat$REALM)
newdat$REALM2 <- as.character(newdat$REALM2)

# add extra rows so that all factor levels are represented (for predict.lme to work)
newdat <- rbind(newdat[1:4, ], newdat)
newdat$REALM[1:4] <- c('Marine', 'Marine', 'Terrestrial', 'Terrestrial')
newdat$REALM2[1:4] <- c('Marine', 'Marine', 'TerrFresh', 'TerrFresh')
newdat$temptrend[1:4] <- c(-1, 1, -1, 1)

# trim to at least some temperature change (so that tsign is -1 or 1)
newdat <- newdat[newdat$temptrend != 0,]

# scale the temperature vars
newdat$temptrend.sc <- newdat$temptrend/attr(trends$temptrend.sc, 'scaled:scale') 
newdat$temptrend_abs <- abs(newdat$temptrend)
newdat$temptrend_abs.sc <- (newdat$temptrend_abs)/attr(trends$temptrend_abs.sc, 'scaled:scale')
newdat$tsign <- factor(sign(newdat$temptrend))

# make predictions
newdat$preds <- predict(object = modTfullrem0, newdata = newdat, level = 0)

#remove the extra rows
newdat <- newdat[5:nrow(newdat), ]

# prep the plots
intplots <- vector('list', nrow(ints))
for(j in 1:length(intplots)){
  subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 # select warming side
  xvar <- 'temptrend_abs'
  title <- ints$vars[j]
  if(ints$vars[j] %in% c('tsign')){
    subs <- newdat$var == ints$vars[j]
  } 
  if(ints$vars[j] %in% c('thermal_bias')){
    subs <- newdat$var == ints$vars[j]
    xvar <- 'temptrend'
  } 
  if(ints$vars[j] %in% c('human_bowler')){
    subs <- newdat$var == ints$vars[j] & newdat$temptrend > 0 & newdat$REALM2 == ints$REALM2[j]
    title <- paste0('human:', ints$REALM2[j])
  } 

  thisplot <- ggplot(newdat[subs, ], 
                     aes_string(x = xvar, y = 'preds', 
                                group = ints$vars[j], 
                                color = ints$vars[j])) +
    geom_line() +
    coord_cartesian(ylim = c(-0.6, 0.6)) +
    theme(plot.margin = unit(c(0.5,0,0.5,0), 'cm')) +
    labs(title = title)
  if(ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'log')
  }
  if(!ints$log[j] & !ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_distiller(palette = "YlGnBu", trans = 'identity')
  }
  if(ints$discrete[j]){
    intplots[[j]] <- thisplot + scale_color_brewer(palette = "Dark2")
  }
}

#grid.arrange(grobs = intplots, '+', theme(plot.margin = unit(c(0,0,0,0), 'cm'))), ncol=2)
#do.call('grid.arrange', c(intplots, ncol = 2))
grid.arrange(grobs = intplots, ncol = 3)

```

#### Plot residuals against each predictor (Jaccard turnover)
```{r resids modTfull1, fig.height = 10, fig.width=10}
resids <- resid(modTfull1)
preds <- getData(modTfull1)
col = '#00000033'
cex = 0.5
par(mfrow = c(5,4))
boxplot(resids ~ preds$REALM, cex = cex, col = col)
plot(preds$temptrend_abs.sc, resids, cex = cex, col = col)
plot(preds$tsign, resids, cex = cex, col = col)
plot(preds$tempave.sc, resids, cex = cex, col = col)
plot(preds$tempave_metab.sc, resids, cex = cex, col = col)
plot(preds$seas.sc, resids, cex = cex, col = col)
plot(preds$microclim.sc, resids, cex = cex, col = col)
plot(preds$mass.sc, resids, cex = cex, col = col)
plot(preds$speed.sc, resids, cex = cex, col = col)
plot(preds$lifespan.sc, resids, cex = cex, col = col)
plot(preds$consumerfrac.sc, resids, cex = cex, col = col)
plot(preds$endothermfrac.sc, resids, cex = cex, col = col)
plot(preds$nspp.sc, resids, cex = cex, col = col)
plot(preds$thermal_bias.sc, resids, cex = cex, col = col)
plot(preds$npp.sc, resids, cex = cex, col = col)
plot(preds$veg.sc, resids, cex = cex, col = col)
plot(preds$human_bowler.sc, resids, cex = cex, col = col)
```

### Remove each term from the full model
#### Jaccard turnover
```{r term deletion from modTfull1}

if(file.exists('output/aics_from_full.csv')){
  aicsfromfull <- read.csv('output/aics_from_full.csv')

} else {
  i <- trends[, complete.cases(Jtutrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                               temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                               consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
  
  randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
  varef <- varPower(-0.5, ~nyrBT)
  
  terms <- c('temptrend_abs.sc*REALM', 
             'temptrend_abs.sc*tsign',
             'temptrend_abs.sc*tempave.sc',
             'temptrend_abs.sc*tempave_metab.sc',
             'temptrend_abs.sc*seas.sc',
             'temptrend_abs.sc*microclim.sc',
             'temptrend_abs.sc*mass.sc',
             'temptrend_abs.sc*speed.sc', 
             'temptrend_abs.sc*lifespan.sc', 
             'temptrend_abs.sc*consumerfrac.sc',
             'temptrend_abs.sc*endothermfrac.sc',
             'temptrend_abs.sc*nspp.sc',
             'temptrend_abs.sc*thermal_bias.sc:tsign',
             'temptrend_abs.sc*npp.sc',
             'temptrend_abs.sc*veg.sc',
             'temptrend_abs.sc*human_bowler.sc:REALM2')
  modTdrops <- vector('list', length(terms)+2)
  names(modTdrops) <- c('full', '-temptrend_abs.sc', paste0('-', terms))
  
  # fit full model with ML for model comparison
  modTdrops[[1]] <- lme(formula(paste0('Jtutrend ~ ', paste(terms, collapse = ' + '))),
                        random = randef, weights = varef, data = trends[i,], method = 'ML')
  
  # w/out temptrend
  modTdrops[[2]] <- lme(formula(paste0('Jtutrend ~ ', paste(gsub('temptrend_abs.sc\\*', '', terms), collapse = ' + '))),
                        random = list(STUDY_ID = ~ 1, rarefyID = ~1), weights = varef, data = trends[i,], method = 'ML')
  
  for(j in 1:length(terms)){
    print(j)
    modTdrops[[j+2]] <- lme(formula(paste0('Jtutrend ~ ', paste(terms[-j], collapse = ' + '))),
                            random = randef, weights = varef, data = trends[i,], method = 'ML')
  }
  
  aics <- sapply(modTdrops, AIC)
  
  aicsfromfull <- data.frame(mod = names(aics), dAIC_Jtu = aics - aics[1])
  
  write.csv(aicsfromfull, file = 'output/aics_from_full.csv', row.names = FALSE)
}

aicsfromfull
```


#### Jbeta and Horn models
```{r term deletion from Jbeta and Horn models}

if(file.exists('output/aics_from_full.csv')){
  aicsfromfull <- read.csv('output/aics_from_full.csv')
  
  if(all(c('dAIC_Jbeta', 'dAIC_Horn') %in% colnames(aicsfromfull))){
    runJbetaHorn <- FALSE
  } else {
    runJbetaHorn <- TRUE
  }
} else {
  runJbetaHorn <- TRUE
}

if(runJbetaHorn){
  i <- trends[, complete.cases(Jbetatrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                               temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                               consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
  i2 <- trends[, complete.cases(Horntrend, REALM, tempave.sc, tempave_metab.sc, seas.sc, microclim.sc, 
                               temptrend_abs.sc, mass.sc, speed.sc, lifespan.sc, 
                               consumerfrac.sc, endothermfrac.sc, nspp.sc, thermal_bias.sc, npp.sc, veg.sc, human_bowler.sc)]
  
  randef <- list(STUDY_ID = ~ temptrend_abs.sc, rarefyID = ~1)
  varef <- varPower(-0.5, ~nyrBT)
  
  terms <- c('temptrend_abs.sc*REALM', 
             'temptrend_abs.sc*tsign',
             'temptrend_abs.sc*tempave.sc',
             'temptrend_abs.sc*tempave_metab.sc',
             'temptrend_abs.sc*seas.sc',
             'temptrend_abs.sc*microclim.sc',
             'temptrend_abs.sc*mass.sc',
             'temptrend_abs.sc*speed.sc', 
             'temptrend_abs.sc*lifespan.sc', 
             'temptrend_abs.sc*consumerfrac.sc',
             'temptrend_abs.sc*endothermfrac.sc',
             'temptrend_abs.sc*nspp.sc',
             'temptrend_abs.sc*thermal_bias.sc:tsign',
             'temptrend_abs.sc*npp.sc',
             'temptrend_abs.sc*veg.sc',
             'temptrend_abs.sc*human_bowler.sc:REALM2')
  
  modTJbetadrops <- vector('list', length(terms)+2)
  modTHorndrops <- vector('list', length(terms)+2)

  names(modTJbetadrops) <- c('full', '-temptrend_abs.sc', paste0('-', terms))
  names(modTHorndrops) <- c('full', '-temptrend_abs.sc', paste0('-', terms))
  
  # fit full model with ML for model comparison
  modTJbetadrops[[1]] <- lme(formula(paste0('Jbetatrend ~ ', paste(terms, collapse = ' + '))),
                        random = randef, weights = varef, data = trends[i,], method = 'ML')
  modTHorndrops[[1]] <- lme(formula(paste0('Horntrend ~ ', paste(terms, collapse = ' + '))),
                        random = randef, weights = varef, data = trends[i2,], method = 'ML')
  
  # w/out temptrend
  modTJbetadrops[[2]] <- lme(formula(paste0('Jbetatrend ~ ', paste(gsub('temptrend_abs.sc\\*', '', terms), collapse = ' + '))),
                        random = list(STUDY_ID = ~ 1, rarefyID = ~1), weights = varef, data = trends[i,], method = 'ML')
  modTHorndrops[[2]] <- lme(formula(paste0('Horntrend ~ ', paste(gsub('temptrend_abs.sc\\*', '', terms), collapse = ' + '))),
                        random = list(STUDY_ID = ~ 1, rarefyID = ~1), weights = varef, data = trends[i2,], method = 'ML')
  
  for(j in 1:length(terms)){
    print(j)
    modTJbetadrops[[j+2]] <- lme(formula(paste0('Jbetatrend ~ ', paste(terms[-j], collapse = ' + '))),
                                 random = randef, weights = varef, data = trends[i,], method = 'ML', 
                                 control = lmeContrl(returnObject = TRUE)) # return fitted object even if a convergence error
    modTHorndrops[[j+2]] <- lme(formula(paste0('Horntrend ~ ', paste(terms[-j], collapse = ' + '))),
                            random = randef, weights = varef, data = trends[i2,], method = 'ML')
  }
  
  aicsJbeta <- sapply(modTJbetadrops, AIC)
  aicsHorn <- sapply(modTHorndrops, AIC)

  if(exists('aicsfromfull')){
    aicsfromfull$dAIC_Jbeta <- aicsJbeta - aicsJbeta[1]
    aicsfromfull$dAIC_Horn <- aicsHorn - aicsHorn[1]
  } else {
    aicsfromfull <- data.frame(mod = names(aics), 
                               dAIC_Jbeta = aicsJbeta - aicsJbeta[1],
                               dAIC_Horn <- aicsHorn - aicsHorn[1])
  }
  
  write.csv(aicsfromfull, file = 'output/aics_from_full.csv', row.names = FALSE)
}

aicsfromfull
```

#### Plot deltaAICs for all 3 models
```{r plot dAICs}
# transform for a plot
aicsfromfulllong <- reshape(aicsfromfull, direction = 'long',
                            varying = c('dAIC_Jtu', 'dAIC_Jbeta', 'dAIC_Horn'),
                            v.names = 'dAIC',
                            idvar = 'mod',
                            timevar = 'type',
                            times = c('Jtu', 'Jbeta', 'Horn'))

trans = function(x) sign(x)*sqrt(abs(x))
aicsfromfulllong$dAIC_tr <- trans(aicsfromfulllong$dAIC)

# plot
xlims <- range(aicsfromfulllong$dAIC_tr)
xticks <- c(-10, 0, 10, 100, 1000, 10000)
par(mai = c(0.5, 3, 0.1, 0.1))
with(aicsfromfulllong[aicsfromfulllong$type == 'Jtu',], plot(dAIC_tr, nrow(aicsfromfull):1, 
                                                           col = 'light grey', xlim = xlims, yaxt = 'n', ylab = '', xaxt = 'n'))
with(aicsfromfulllong[aicsfromfulllong$type == 'Jbeta',], points(dAIC_tr, nrow(aicsfromfull):1 - 0.1, col = 'dark grey'))
with(aicsfromfulllong[aicsfromfulllong$type == 'Horn',], points(dAIC_tr, nrow(aicsfromfull):1 - 0.2, col = 'black'))
axis(2, at = nrow(aicsfromfull):1, labels = aicsfromfull$mod, las = 1, cex.axis = 0.7)
axis(1, at = trans(xticks), labels = xticks, cex.axis = 0.5)
abline(v = 0, lty =2, col = 'grey')
```
Light grey is for Jaccard turnover, dark grey is for Jaccard total, black is for Morisita-Horn


### Plot interaction coefficients from all full models
```{r plot coefs for all models, fig.height=5, fig.width=6, out.height=5, out.width=6, fig.retina=2}
# fig.width = 3, fig.height = 5, out.height=2.5, out.width=3, fig.retina =3 for macbook screen
# double that for external monitor
coefs <- as.data.table(summary(modTfull1)$tTable)
coefs2 <- as.data.table(summary(modTfullJbeta)$tTable)
coefs3 <- as.data.table(summary(modTfullHorn)$tTable)
coefs4 <- as.data.table(summary(modTfullrem0)$tTable)
coefs5 <- as.data.table(summary(modTfullJbetarem0)$tTable)
coefs6 <- as.data.table(summary(modTfullHornrem0)$tTable)

coefs$mod <- 'Jtu'
coefs2$mod <- 'Jbeta'
coefs3$mod <- 'Horn'
coefs4$mod <- 'Jtu rem0'
coefs5$mod <- 'Jbeta rem0'
coefs6$mod <- 'Horn rem0'

coefs$var <- rownames(summary(modTfull1)$tTable)
coefs2$var <- rownames(summary(modTfullJbeta)$tTable)
coefs3$var <- rownames(summary(modTfullHorn)$tTable)
coefs4$var <- rownames(summary(modTfullrem0)$tTable)
coefs5$var <- rownames(summary(modTfullJbetarem0)$tTable)
coefs6$var <- rownames(summary(modTfullHornrem0)$tTable)

# extract temperature effects and bind model coefs together
cols <- c('var', 'Value', 'Std.Error', 'mod')

allcoefsfull <- rbind(coefs[grep('temptrend|REALM', var), ..cols], 
                      coefs2[grep('temptrend|REALM', var), ..cols], 
                      coefs3[grep('temptrend|REALM', var), ..cols],
                      coefs4[grep('temptrend|REALM', var), ..cols],
                      coefs5[grep('temptrend|REALM', var), ..cols],
                      coefs6[grep('temptrend|REALM', var), ..cols])
allcoefsfull$var[allcoefsfull$var == 'temptrend_abs.sc'] <- 'temptrend_abs.sc:REALMFreshwater'

# add average temperature effect (across realms) to realm-specific temperature effects
meantempeffect <- allcoefsfull[var == 'temptrend_abs.sc:REALMFreshwater', mean(Value), by = mod]$V1
allcoefsfull[var == 'temptrend_abs.sc:REALMMarine', Value := Value + meantempeffect]
allcoefsfull[var == 'temptrend_abs.sc:REALMTerrestrial', Value := Value + meantempeffect]

# remove non-temperature effects
allcoefsfull <- allcoefsfull[grepl(':', allcoefsfull$var) & grepl('temptrend', allcoefsfull$var), ]

# add info for plotting
allcoefsfull$lCI <- allcoefsfull$Value - allcoefsfull$Std.Error # lower confidence interval
allcoefsfull$uCI <- allcoefsfull$Value + allcoefsfull$Std.Error
nvar <- nrow(allcoefsfull)/3
allcoefsfull$y <- 1:nvar + rep(c(0, 0.1, 0.2), c(nvar, nvar, nvar)) # y-values

# clean up some variable names for nicer plotting
allcoefsfull$varname <- gsub('temptrend_abs.sc:|temptrend.sc:', '', allcoefsfull$var)
allcoefsfull$varname <- gsub('REALM|REALM2', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('.sc', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('_bowler', '', allcoefsfull$varname)
allcoefsfull$varname <- gsub('tsign1', 'warming', allcoefsfull$varname)
allcoefsfull$varname <- gsub('tsign-1', 'cooling', allcoefsfull$varname)

# set x-axes
xlims1 <- c(-0.01, 0.11) # for realms
xlims2 <- c(-0.05, 0.05) # for traits
xlims3 <- c(-0.01, 0.02) # for environment
xlims4 <- c(-0.016, 0.01) # for community
xlims5 <- c(-0.006, 0.005) # for human

ddg <- 0.5 # vertical dodge for each model

# choose which variables are in which graph
set1 <- c('Terrestrial', 'Marine', 'Freshwater')
set2 <- c('mass', 'speed', 'lifespan', 'consumerfrac', 'endothermfrac', 'tempave_metab')
set3 <- c('seas', 'microclim', 'tempave')
set4 <- c('npp', 'nspp', 'tsign-1:thermal_bias', 'tsign1:thermal_bias')
set5 <- c('human:TerrFresh', 'human:Marine')

p1 <- ggplot(subset(allcoefsfull, varname %in% set1), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Temperature change effect', x = '', tag = 'A') +
  scale_color_brewer(palette = 'Dark2') + 
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims1)

p2 <- ggplot(subset(allcoefsfull, varname %in% set2), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'B') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims2)

p3 <- ggplot(subset(allcoefsfull, varname %in% set3), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'C') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims3)

p4 <- ggplot(subset(allcoefsfull, varname %in% set4), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'D') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='none',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims4)

p5 <- ggplot(subset(allcoefsfull, varname %in% set5), 
                    aes(varname, Value, group = mod, color = mod)) +
  geom_hline(yintercept = 0, linetype = 'dashed', color = 'light grey') +
  geom_errorbar(aes(ymin = lCI, ymax = uCI), width = 0, position = position_dodge(ddg)) + 
  geom_point(position = position_dodge(ddg)) + 
  labs(y = 'Interaction with temperature change effect', x = '', tag = 'E') +
  scale_color_brewer(palette = 'Dark2') +
  theme(panel.grid.major = element_blank(), panel.grid.minor = element_blank(),
        panel.background = element_blank(), axis.line = element_line(colour = "black"),
        legend.position='bottom',
        axis.text=element_text(size=7),
        axis.title=element_text(size=7)) + 
  coord_flip(ylim = xlims5)

grid.arrange(p1, p2, p3, p4, p5, ncol = 2, layout_matrix = rbind(c(1,2), c(3,4), c(5, NA)))


```

